<div id="pf1" class="pf w0 h0" data-page-no="1"><div class="pc pc1 w0 h0"><img class="bi x0 y0 w1 h0" alt="" src="https://files.passeidireto.com/58f9e440-48ed-42b9-abc3-1626ad5b69d7/bg1.png"></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,0.000000,0.000000]}"></div></div> <div id="pf2" class="pf w0 h0" data-page-no="2"><div class="pc pc2 w0 h0"><img class="bi x1 y0 w2 h1" alt="" src="https://files.passeidireto.com/58f9e440-48ed-42b9-abc3-1626ad5b69d7/bg2.png"><div class="c x1 y0 w3 h2"><div class="t m0 x2 h3 y1 ff1 fs0 fc0 sc0 ls0 ws0"><span class="fc1 sc0">PRA</span><span class="blank _0"></span><span class="fc1 sc0">CTICAL </span><span class="fc1 sc0"> </span></div><div class="t m0 x3 h3 y2 ff1 fs0 fc0 sc0 ls0 ws0"><span class="fc1 sc0">GRAPH MINING </span></div><div class="t m0 x4 h3 y3 ff1 fs0 fc0 sc0 ls0 ws0"><span class="fc1 sc0">WITH R</span></div></div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,-85.320000,-61.920000]}"></div></div> <div id="pf3" class="pf w0 h0" data-page-no="3"><div class="pc pc3 w0 h0"><div class="c x1 y0 w3 h4"><div class="t m0 x5 h5 y4 ff2 fs1 fc0 sc0 ls1 ws0">Cha<span class="blank _1"></span>pman & Ha<span class="blank _1"></span>ll/CRC<span class="blank _0"></span> </div><div class="t m0 x6 h5 y5 ff2 fs1 fc0 sc0 ls1 ws0">Da<span class="blank _1"></span>ta Mining and Kn<span class="blank _1"></span>owledg<span class="blank _0"></span>e Disco<span class="blank _0"></span>very Series</div><div class="t m0 x7 h6 y6 ff2 fs2 fc0 sc0 ls2 ws1">PUBLISHED TITLES</div><div class="t m0 x8 h6 y7 ff2 fs2 fc0 sc0 ls2 ws0">SERIES EDITOR</div><div class="t m0 x9 h6 y8 ff3 fs2 fc0 sc0 ls2 ws0">Vipin K<span class="blank _0"></span>umar</div><div class="t m0 xa h7 y9 ff3 fs3 fc0 sc0 ls3 ws0">University of Minnesota</div><div class="t m0 xb h7 ya ff3 fs3 fc0 sc0 ls3 ws0">Departmen<span class="blank _1"></span>t of Computer Scien<span class="blank _1"></span>ce and Engineering</div><div class="t m0 x4 h7 yb ff3 fs3 fc0 sc0 ls3 ws0">Minneapolis, Minnesota, U<span class="blank _0"></span>.S.A.</div><div class="t m0 x7 h6 yc ff2 fs2 fc0 sc0 ls0 ws0">AIMS AND SCOPE</div><div class="t m0 x7 h8 yd ff3 fs4 fc0 sc0 ls0 ws2">T<span class="blank _1"></span>his series aims to capture new developmen<span class="blank _1"></span>ts an<span class="blank _1"></span>d applications in data mining an<span class="blank _0"></span>d knowledge </div><div class="t m0 x7 h8 ye ff3 fs4 fc0 sc0 ls0 ws3">discovery<span class="blank _1"></span>, while summarizing the computatio<span class="blank _0"></span>nal tools and techniq<span class="blank _0"></span>ues useful in data analysis. <span class="blank _1"></span>T<span class="blank _1"></span>his </div><div class="t m0 x7 h8 yf ff3 fs4 fc0 sc0 ls0 ws4">series en<span class="blank _0"></span>courages the in<span class="blank _0"></span>tegration of mathematical, statistical, an<span class="blank _0"></span>d computational methods an<span class="blank _1"></span>d </div><div class="t m0 x7 h8 y10 ff3 fs4 fc0 sc0 ls0 ws5">techniq<span class="blank _0"></span>ues thro<span class="blank _1"></span>ugh the publication of a br<span class="blank _0"></span>oad range of textbooks, referen<span class="blank _0"></span>ce works, an<span class="blank _0"></span>d hand-</div><div class="t m0 x7 h8 y11 ff3 fs4 fc0 sc0 ls0 ws6">books. <span class="blank _0"></span>The in<span class="blank _0"></span>cl<span class="blank _0"></span>usion of con<span class="blank _0"></span>crete examples and applicatio<span class="blank _0"></span>ns is highly enco<span class="blank _0"></span>uraged. T<span class="blank _0"></span>he scope of the </div><div class="t m0 x7 h8 y12 ff3 fs4 fc0 sc0 ls0 ws7">series in<span class="blank _0"></span>cludes, but is n<span class="blank _0"></span>ot limited to, titles in the areas of data mining and knowledge discovery </div><div class="t m0 x7 h8 y13 ff3 fs4 fc0 sc0 ls0 ws8">methods an<span class="blank _0"></span>d applications, modeling, algorithms, theory an<span class="blank _1"></span>d foun<span class="blank _0"></span>dations, data an<span class="blank _0"></span>d knowledge </div><div class="t m0 x7 h8 y14 ff3 fs4 fc0 sc0 ls0 ws0">visu<span class="blank _1"></span>alization, data mining systems an<span class="blank _0"></span>d tools, and privacy an<span class="blank _0"></span>d security issues. </div><div class="t m0 x7 h9 y15 ff3 fs5 fc0 sc0 ls0 ws0">ADV<span class="blank _2"></span>ANCES IN MA<span class="blank _0"></span>CHINE LEARNING AND DA<span class="blank _0"></span>T<span class="blank _0"></span>A MINING FOR ASTR<span class="blank _0"></span>ONOMY </div><div class="t m0 x7 h9 y16 ff2 fs5 fc0 sc0 ls0 ws0">Michael J. W<span class="blank _0"></span>ay<span class="blank _2"></span>, Je\ue61frey D<span class="blank _0"></span>. Scargle, Kamal M. Ali, and Ashok N. Srivasta<span class="blank _0"></span>va</div><div class="t m0 x7 h9 y17 ff3 fs5 fc0 sc0 ls0 ws0">BIOLOGICAL DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING </div><div class="t m0 x7 h9 y18 ff2 fs5 fc0 sc0 ls4 ws0">Jake <span class="blank _0"></span>Y<span class="blank _2"></span>. Chen and Stefano Lonar<span class="blank _1"></span>di</div><div class="t m0 x7 h9 y19 ff3 fs5 fc0 sc0 ls0 ws0">COMPUT<span class="blank _0"></span>A<span class="blank _0"></span>TIONAL INTELLIGENT D<span class="blank _1"></span>A<span class="blank _0"></span>T<span class="blank _0"></span>A ANAL<span class="blank _0"></span>YSIS FOR SUST<span class="blank _0"></span>AINABLE DEVELOPMENT </div><div class="t m0 x7 h9 y1a ff2 fs5 fc0 sc0 ls0 ws0">Ting <span class="blank _0"></span>Y<span class="blank _0"></span>u, Nitesh <span class="blank _0"></span>V<span class="blank _2"></span>. Cha<span class="blank _0"></span>wla, and Simeon Simo\ue61f</div><div class="t m0 x7 h9 y1b ff3 fs5 fc0 sc0 ls0 ws0">COMPUT<span class="blank _0"></span>A<span class="blank _0"></span>TIONAL METHODS OF FEA<span class="blank _2"></span>TURE SELECTION </div><div class="t m0 x7 h9 y1c ff2 fs5 fc0 sc0 ls0 ws0">Huan Liu and Hir<span class="blank _1"></span>oshi Motoda</div><div class="t m0 x7 h9 y1d ff3 fs5 fc0 sc0 ls0 ws0">CONSTRAINED CLUSTERING: ADV<span class="blank _2"></span>ANCES IN ALGORITHMS, <span class="blank _1"></span>THEOR<span class="blank _0"></span>Y<span class="blank _0"></span>, AND APPLICA<span class="blank _0"></span>TIONS </div><div class="t m0 x7 h9 y1e ff2 fs5 fc0 sc0 ls0 ws0">Sugato Basu, Ian Da<span class="blank _0"></span>vidson, and Kiri L. W<span class="blank _1"></span>agsta\ue61f</div><div class="t m0 x7 h9 y1f ff3 fs5 fc0 sc0 ls0 ws0">CONTRAST DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING: CONCEPTS, ALGORITHMS, AND APPLICA<span class="blank _0"></span>TIONS </div><div class="t m0 x7 h9 y20 ff2 fs5 fc0 sc0 ls0 ws0">Guozhu Dong and James Bailey</div><div class="t m0 x7 h9 y21 ff3 fs5 fc0 sc0 ls0 ws0">DA<span class="blank _2"></span>T<span class="blank _0"></span>A CLUSTERING: ALGORITHMS AND APPLICA<span class="blank _0"></span>TIONS </div><div class="t m0 x7 h9 y22 ff2 fs5 fc0 sc0 ls0 ws0">Charu C. Aggara<span class="blank _1"></span>wal and Chandan K. Red<span class="blank _1"></span>dy</div><div class="t m0 x7 h9 y23 ff3 fs5 fc0 sc0 ls0 ws0">DA<span class="blank _2"></span>T<span class="blank _0"></span>A CLUSTERING IN C++: AN OBJECT<span class="blank _0"></span>-ORIENTED APPRO<span class="blank _0"></span>ACH </div><div class="t m0 x7 h9 y24 ff2 fs5 fc0 sc0 ls0 ws0">Guojun Gan</div><div class="t m0 x7 h9 y25 ff3 fs5 fc0 sc0 ls0 ws0">DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING FOR DESIGN AND MARKETING </div><div class="t m0 x7 h9 y26 ff2 fs5 fc0 sc0 ls4 ws0">Y<span class="blank _2"></span>ukio Ohsawa and Ka<span class="blank _1"></span>tsutoshi <span class="blank _0"></span>Y<span class="blank _0"></span>ada </div><div class="t m0 x7 h9 y27 ff3 fs5 fc0 sc0 ls0 ws0">DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING WITH R: LEARNING WITH CASE STUDIES </div><div class="t m0 x7 h9 y28 ff2 fs5 fc0 sc0 ls5 ws9">Luís T<span class="blank _0"></span>org<span class="blank _1"></span>o</div><div class="t m0 x7 h9 y29 ff3 fs5 fc0 sc0 ls0 ws0">FOUNDA<span class="blank _2"></span>TIONS OF PREDICTIVE ANAL<span class="blank _0"></span>YTICS </div><div class="t m0 x7 h9 y2a ff2 fs5 fc0 sc0 ls0 ws0">James W<span class="blank _1"></span>u and Stephen Coggesha<span class="blank _0"></span>ll</div><div class="t m0 x7 h9 y2b ff3 fs5 fc0 sc0 ls0 ws0">GEOGRAPHIC DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING AND KNOWLEDGE DISCO<span class="blank _0"></span>VER<span class="blank _0"></span>Y<span class="blank _1"></span>, SECOND EDITION </div><div class="t m0 x7 h9 y2c ff2 fs5 fc0 sc0 ls4 ws0">Harvey J. Miller and Jia<span class="blank _0"></span>wei Han</div><div class="t m0 x7 h9 y2d ff3 fs5 fc0 sc0 ls0 ws0">HANDBOOK OF EDUCA<span class="blank _0"></span>TIONAL D<span class="blank _1"></span>A<span class="blank _0"></span>T<span class="blank _0"></span>A MINING </div><div class="t m0 x7 h9 y2e ff2 fs5 fc0 sc0 ls5 ws0">Cristóbal Romer<span class="blank _0"></span>o, Sebastian <span class="blank _1"></span>V<span class="blank _2"></span>entura, Mykola Pec<span class="blank _0"></span>henizkiy<span class="blank _0"></span>, and Ryan S.J.d. Baker</div></div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,-85.320000,-50.400000]}"></div></div> <div id="pf4" class="pf w0 h0" data-page-no="4"><div class="pc pc4 w0 h0"><div class="c x1 y0 w3 h2"><div class="t m0 x7 h9 y2f ff3 fs5 fc0 sc0 ls0 ws0">INFORMA<span class="blank _0"></span>TION DISCO<span class="blank _0"></span>VER<span class="blank _0"></span>Y ON ELECTRONIC HEAL<span class="blank _2"></span>TH RECORDS </div><div class="t m0 x7 h9 y30 ff2 fs5 fc0 sc0 ls4 ws0">V<span class="blank _0"></span>agelis Hristidis</div><div class="t m0 x7 h9 y31 ff3 fs5 fc0 sc0 ls0 ws0">INTELLIGENT <span class="blank _1"></span>TECHNOLOGIES FOR WEB APPLICA<span class="blank _0"></span>TIONS </div><div class="t m0 x7 h9 y32 ff2 fs5 fc0 sc0 ls0 ws0">Priti Srinivas Sajja and Rajendra Aker<span class="blank _1"></span>kar</div><div class="t m0 x7 h9 y33 ff3 fs5 fc0 sc0 ls0 ws0">INTR<span class="blank _0"></span>ODUCTION TO PRIV<span class="blank _2"></span>A<span class="blank _1"></span>CY<span class="blank _0"></span>-PRESER<span class="blank _2"></span>VING DA<span class="blank _0"></span>T<span class="blank _0"></span>A PUBLISHING: </div><div class="t m0 x7 h9 y34 ff3 fs5 fc0 sc0 ls0 wsa">CONCEPTS <span class="blank _3"> </span>AND TECHNIQUES<span class="ws0"> </span></div><div class="t m0 x7 h9 y35 ff2 fs5 fc0 sc0 ls5 ws0">Benjamin C. M. Fung, Ke W<span class="blank _0"></span>ang, Ada Wai-Chee Fu, a<span class="blank _3"> </span>nd<span class="blank _3"> </span> <span class="blank _3"> </span>Ph<span class="blank _3"> </span>i<span class="blank _3"> </span>li<span class="blank _3"> </span>p<span class="blank _3"> </span> S<span class="blank _3"> </span>.<span class="blank _3"> </span> <span class="blank _1"></span>Y<span class="blank _0"></span>u</div><div class="t m0 x7 h9 y36 ff3 fs5 fc0 sc0 ls0 ws0">KNO<span class="blank _1"></span>WLEDGE DISCO<span class="blank _1"></span>VER<span class="blank _0"></span>Y FOR COUNTER<span class="blank _0"></span>TERR<span class="blank _1"></span>ORISM AND LA<span class="blank _2"></span>W ENFOR<span class="blank _1"></span>CEMENT </div><div class="t m0 x7 h9 y37 ff2 fs5 fc0 sc0 ls4 ws0">Da<span class="blank _1"></span>vid Skillico<span class="blank _1"></span>rn</div><div class="t m0 x7 h9 y38 ff3 fs5 fc0 sc0 ls0 ws0">KNO<span class="blank _1"></span>WLEDGE DISCO<span class="blank _1"></span>VER<span class="blank _0"></span>Y FR<span class="blank _0"></span>OM DA<span class="blank _0"></span>T<span class="blank _0"></span>A STREAMS </div><div class="t m0 x7 h9 y39 ff2 fs5 fc0 sc0 ls4 ws0">João Gama</div><div class="t m0 x7 h9 y3a ff3 fs5 fc0 sc0 ls0 ws0">MA<span class="blank _0"></span>CHINE LEARNING AND KNOWLEDGE DISCO<span class="blank _0"></span>VER<span class="blank _0"></span>Y FOR </div><div class="t m0 x7 h9 y3b ff3 fs5 fc0 sc0 ls0 ws0">ENGINEERING SYSTEMS HEAL<span class="blank _0"></span>TH MANA<span class="blank _1"></span>GEMENT </div><div class="t m0 x7 h9 y3c ff2 fs5 fc0 sc0 ls0 ws0">Ashok N. Srivasta<span class="blank _0"></span>va and Jiaw<span class="blank _1"></span>ei Han</div><div class="t m0 x7 h9 y3d ff3 fs5 fc0 sc0 ls0 ws0">MINING SOFTW<span class="blank _0"></span>ARE SPECIFICA<span class="blank _2"></span>TIONS: METHODOLOGIES AND APPLICA<span class="blank _0"></span>TIONS </div><div class="t m0 x7 h9 y3e ff2 fs5 fc0 sc0 ls6 ws0">Da<span class="blank _1"></span>vid Lo, Siau-Cheng Khoo, Jiaw<span class="blank _0"></span>ei Han, and Chao Liu</div><div class="t m0 x7 h9 y3f ff3 fs5 fc0 sc0 ls0 ws0">MUL<span class="blank _0"></span>TIMEDIA DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING: A SYSTEMA<span class="blank _0"></span>TIC INTR<span class="blank _1"></span>ODUCTION <span class="blank _1"></span>TO CONCEPTS AND <span class="blank _0"></span>THEOR<span class="blank _1"></span>Y </div><div class="t m0 x7 h9 y40 ff2 fs5 fc0 sc0 ls4 ws0">Zhongfei Zhang and Ruofei Zhang</div><div class="t m0 x7 h9 y41 ff3 fs5 fc0 sc0 ls0 ws0">MUSIC DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING </div><div class="t m0 x7 h9 y42 ff2 fs5 fc0 sc0 ls0 ws0">T<span class="blank _1"></span>ao Li, Mitsuno<span class="blank _1"></span>ri Ogihara, and Georg<span class="blank _0"></span>e Tzanetakis</div><div class="t m0 x7 h9 y43 ff3 fs5 fc0 sc0 ls0 ws0">NEXT GENERA<span class="blank _0"></span>TION OF D<span class="blank _1"></span>A<span class="blank _0"></span>T<span class="blank _0"></span>A MINING </div><div class="t m0 x7 h9 y44 ff2 fs5 fc0 sc0 ls4 ws0">Hillol Kargupta, Jia<span class="blank _0"></span>wei Han, Philip S. <span class="blank _0"></span>Y<span class="blank _0"></span>u, Rajeev Motwani, and <span class="blank _0"></span>Vipin K<span class="blank _0"></span>umar</div><div class="t m0 x7 h9 y45 ff3 fs5 fc0 sc0 ls0 ws0">PRA<span class="blank _0"></span>CTICAL GRAPH MINING WITH R </div><div class="t m0 x7 h9 y46 ff2 fs5 fc0 sc0 ls4 ws0">Nagiza F. Sama<span class="blank _0"></span>tova, William Hendrix, John Jenkins, Kanchana Padmana<span class="blank _1"></span>bhan, <span class="ls0"> </span></div><div class="t m0 x7 h9 y47 ff2 fs5 fc0 sc0 ls4 ws0">and Arpan Chakra<span class="blank _0"></span>borty </div><div class="t m0 x7 h9 y48 ff3 fs5 fc0 sc0 ls0 ws0">RELA<span class="blank _0"></span>TIONAL D<span class="blank _1"></span>A<span class="blank _0"></span>T<span class="blank _0"></span>A CLUSTERING: MODELS, ALGORITHMS, AND APPLICA<span class="blank _2"></span>TIONS </div><div class="t m0 x7 h9 y49 ff2 fs5 fc0 sc0 ls4 ws0">Bo Long, Zho<span class="blank _1"></span>ngfei Zhang, and Philip S. <span class="blank _0"></span>Y<span class="blank _0"></span>u</div><div class="t m0 x7 h9 y4a ff3 fs5 fc0 sc0 ls0 ws0">SER<span class="blank _2"></span>VICE-ORIENTED DISTRIBUTED KNOWLEDGE DISCO<span class="blank _0"></span>VER<span class="blank _0"></span>Y </div><div class="t m0 x7 h9 y4b ff2 fs5 fc0 sc0 ls0 ws9">Domenico T<span class="blank _0"></span>alia and <span class="blank _3"> </span>Paolo T<span class="blank _0"></span>run\ue61eo</div><div class="t m0 x7 h9 y4c ff3 fs5 fc0 sc0 ls0 ws0">SPECTRAL FEA<span class="blank _0"></span>TURE SELECTION FOR D<span class="blank _1"></span>A<span class="blank _0"></span>T<span class="blank _0"></span>A MINING </div><div class="t m0 x7 h9 y4d ff2 fs5 fc0 sc0 ls0 ws0">Zheng Alan Zhao and Huan Liu</div><div class="t m0 x7 h9 y4e ff3 fs5 fc0 sc0 ls0 ws0">ST<span class="blank _0"></span>A<span class="blank _0"></span>TISTICAL D<span class="blank _1"></span>A<span class="blank _0"></span>T<span class="blank _0"></span>A MINING USING SAS APPLICA<span class="blank _2"></span>TIONS, SECOND EDITION </div><div class="t m0 x7 h9 y4f ff2 fs5 fc0 sc0 ls4 ws0">Georg<span class="blank _1"></span>e Fernandez</div><div class="t m0 x7 h9 y50 ff3 fs5 fc0 sc0 ls0 ws0">SUPPOR<span class="blank _0"></span>T <span class="blank _0"></span>VECTOR MA<span class="blank _1"></span>CHINES: OPTIMIZA<span class="blank _0"></span>TION BASED <span class="blank _0"></span>THEOR<span class="blank _0"></span>Y, ALGORITHMS, </div><div class="t m0 x7 h9 y51 ff3 fs5 fc0 sc0 ls0 ws0">AND EXTENSIONS </div><div class="t m0 x7 h9 y52 ff2 fs5 fc0 sc0 ls4 ws0">Naiyang Deng, <span class="blank _0"></span>Yingjie Tian, and Chunhua Zhang</div><div class="t m0 x7 h9 y53 ff3 fs5 fc0 sc0 ls0 ws0">TEMPORAL DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING </div><div class="t m0 x7 h9 y54 ff2 fs5 fc0 sc0 ls4 ws0">Theo<span class="blank _1"></span>phano Mitsa</div><div class="t m0 x7 h9 y55 ff3 fs5 fc0 sc0 ls0 ws0">TEXT MINING: CLASSIFICA<span class="blank _0"></span>TION, CLUSTERING, AND APPLICA<span class="blank _2"></span>TIONS </div><div class="t m0 x7 h9 y56 ff2 fs5 fc0 sc0 ls4 ws0">Ashok N. Srivasta<span class="blank _0"></span>va and Mehran Sahami</div><div class="t m0 x7 h9 y57 ff3 fs5 fc0 sc0 ls0 ws0">THE <span class="blank _1"></span>TOP <span class="blank _1"></span>TEN ALGORITHMS IN DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING </div><div class="t m0 x7 h9 y58 ff2 fs5 fc0 sc0 ls4 ws0">Xindong W<span class="blank _0"></span>u and <span class="blank _1"></span>Vipin K<span class="blank _1"></span>umar<span class="blank _1"></span> </div><div class="t m0 x7 h9 y59 ff3 fs5 fc0 sc0 ls4 ws0">UNDERST<span class="blank _0"></span>ANDING COMPLEX DA<span class="blank _2"></span>T<span class="blank _0"></span>ASETS<span class="ls0">: <span class="blank _4"> </span> </span></div><div class="t m0 x7 h9 y5a ff3 fs5 fc0 sc0 ls4 ws0">DA<span class="blank _2"></span>T<span class="blank _0"></span>A MINING WITH MA<span class="blank _0"></span>TRIX DECOMPOSITIONS<span class="ls0"> </span></div><div class="t m0 x7 h9 y5b ff2 fs5 fc0 sc0 ls4 ws0">Da<span class="blank _1"></span>vid Skillico<span class="blank _1"></span>rn</div></div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,-85.320000,-61.920000]}"></div></div> <div id="pf5" class="pf w0 h0" data-page-no="5"><div class="pc pc5 w0 h0"><div class="t m0 xc ha y5c ff4 fs6 fc2 sc0 ls0 ws0">This page intentionally left blank<span class="blank _5"></span>This page intentionally left blank</div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,-85.320000,-63.000000]}"></div></div> <div id="pf6" class="pf w0 h0" data-page-no="6"><div class="pc pc6 w0 h0"><img fetchpriority="low" loading="lazy" class="bi x1 y0 w2 h1" alt="" src="https://files.passeidireto.com/58f9e440-48ed-42b9-abc3-1626ad5b69d7/bg6.png"><div class="c x1 y0 w3 h2"><div class="t m0 xd hb y5d ff5 fs7 fc0 sc0 ls0 ws0"><span class="fc1 sc0">PRA</span><span class="blank _2"></span><span class="fc1 sc0">CTICAL </span><span class="fc1 sc0"> </span></div><div class="t m0 xe hb y5e ff5 fs7 fc0 sc0 ls0 ws0"><span class="fc1 sc0">GRAPH MINING </span></div><div class="t m0 x5 hb y5f ff5 fs7 fc0 sc0 ls0 ws0"><span class="fc1 sc0">WITH R</span></div><div class="t m0 xf hc y60 ff5 fs8 fc0 sc0 ls0 ws0"><span class="fc1 sc0">Edit</span><span class="blank _1"></span><span class="fc1 sc0">ed b</span><span class="blank _1"></span><span class="fc1 sc0">y</span></div><div class="t m0 xb hd y61 ff5 fs9 fc0 sc0 ls0 ws0"><span class="fc1 sc0">Nagiza F</span><span class="blank _6"></span><span class="fc1 sc0">.</span><span class="blank _0"></span><span class="fc1 sc0"> Samat</span><span class="fc1 sc0">o</span><span class="blank _0"></span><span class="fc1 sc0">v</span><span class="blank _2"></span><span class="fc1 sc0">a</span></div><div class="t m0 x5 hd y62 ff5 fs9 fc0 sc0 ls0 ws0"><span class="fc1 sc0">William Hendr</span><span class="blank _2"></span><span class="fc1 sc0">ix</span></div><div class="t m0 x10 hd y63 ff5 fs9 fc0 sc0 ls0 ws0"><span class="fc1 sc0">J</span><span class="blank _1"></span><span class="fc1 sc0">ohn J</span><span class="blank _1"></span><span class="fc1 sc0">enkins</span></div><div class="t m0 xd hd y64 ff5 fs9 fc0 sc0 ls0 ws0"><span class="fc1 sc0">Kanc</span><span class="blank _0"></span><span class="fc1 sc0">hana P</span><span class="blank _0"></span><span class="fc1 sc0">admanabhan</span></div><div class="t m0 x11 hd y65 ff5 fs9 fc0 sc0 ls0 ws0"><span class="fc1 sc0">Ar</span><span class="blank _2"></span><span class="fc1 sc0">pan Chakr</span><span class="fc1 sc0">abor</span><span class="blank _0"></span><span class="fc1 sc0">ty</span></div></div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,-85.320000,-61.920000]}"></div></div> <div id="pf7" class="pf w4 h0" data-page-no="7"><div class="pc pc7 w4 h0"><div class="t m0 x12 he y66 ff6 fsa fc3 sc0 ls7 wsd">CRC<span class="blank _1"></span> Press</div><div class="t m0 x12 he y67 ff6 fsa fc3 sc0 ls0 ws0">T<span class="blank _0"></span>ay<span class="blank _3"> </span>lor & Fr<span class="blank _3"> </span>a<span class="blank _3"> </span>nci<span class="blank _3"> </span>s Gro<span class="blank _3"> </span>up</div><div class="t m0 x12 he y68 ff6 fsa fc3 sc0 ls0 ws0">60<span class="blank _4"> </span>00 B<span class="blank _3"> </span>roken S<span class="blank _3"> </span>ou<span class="blank _3"> </span>nd Pa<span class="blank _3"> </span>rk<span class="blank _3"> </span>w<span class="blank _3"> </span>ay N<span class="blank _3"> </span>W<span class="blank _0"></span>, S<span class="blank _3"> </span>ui<span class="blank _3"> </span>te 3<span class="blank _3"> </span>0<span class="blank _3"> </span>0</div><div class="t m0 x12 he y69 ff6 fsa fc3 sc0 ls0 ws0">Bo<span class="blank _3"> </span>ca R<span class="blank _3"> </span>aton, F<span class="blank _3"> </span>L 33<span class="blank _3"> </span>4<span class="blank _3"> </span>87-<span class="blank _0"></span>2742</div><div class="t m0 x12 he y6a ff6 fsa fc3 sc0 ls0 ws0">© 201<span class="blank _1"></span>4 by T<span class="blank _1"></span>aylor & Fr<span class="blank _3"> </span>a<span class="blank _3"> </span>nci<span class="blank _3"> </span>s Gr<span class="blank _3"> </span>oup, LL<span class="blank _3"> </span>C</div><div class="t m0 x12 he y6b ff6 fsa fc3 sc0 ls0 ws0">CRC Pr<span class="blank _3"> </span>es<span class="blank _3"> </span>s is a<span class="blank _3"> </span>n i<span class="blank _3"> </span>mpr<span class="blank _3"> </span>i<span class="blank _3"> </span>nt of Taylor & Fra<span class="blank _3"> </span>nc<span class="blank _3"> </span>is G<span class="blank _3"> </span>roup, a<span class="blank _3"> </span>n I<span class="blank _3"> </span>n<span class="blank _3"> </span>form<span class="blank _3"> </span>a bu<span class="blank _3"> </span>si<span class="blank _3"> </span>ne<span class="blank _3"> </span>ss</div><div class="t m0 x12 he y6c ff6 fsa fc3 sc0 ls0 ws0">No cl<span class="blank _3"> </span>a<span class="blank _3"> </span>im t<span class="blank _3"> </span>o or<span class="blank _3"> </span>ig<span class="blank _3"> </span>i<span class="blank _3"> </span>na<span class="blank _3"> </span>l U.<span class="blank _3"> </span>S<span class="blank _3"> </span>. Gove<span class="blank _3"> </span>rn<span class="blank _3"> </span>ment wo<span class="blank _3"> </span>rks</div><div class="t m0 x12 he y6d ff6 fsa fc3 sc0 ls0 ws0">V<span class="blank _0"></span>er<span class="blank _3"> </span>sion D<span class="blank _3"> </span>ate<span class="blank _3"> </span>: 2013<span class="blank _3"> </span>07<span class="blank _3"> </span>22</div><div class="t m0 x12 he y6e ff6 fsa fc3 sc0 ls8 ws0">Int<span class="blank _3"> </span>er<span class="blank _3"> </span>nat<span class="blank _3"> </span>ion<span class="blank _3"> </span>a<span class="blank _3"> </span>l St<span class="blank _3"> </span>a<span class="blank _3"> </span>nda<span class="blank _3"> </span>rd B<span class="blank _3"> </span>oo<span class="blank _3"> </span>k Num<span class="blank _3"> </span>be<span class="blank _3"> </span>r-<span class="blank _0"></span>13: 9<span class="blank _3"> </span>78-1<span class="blank _0"></span>-<span class="blank _3"> </span>4<span class="blank _3"> </span>398<span class="blank _3"> </span>-<span class="blank _3"> </span>6<span class="blank _3"> </span>0<span class="blank _3"> </span>85<span class="blank _3"> </span>-<span class="blank _3"> </span>4 (eBook - PDF)</div><div class="t m0 x12 he y6f ff6 fsa fc3 sc0 ls0 wse">Th<span class="blank _3"> </span>i<span class="blank _3"> </span>s bo<span class="blank _3"> </span>ok co<span class="blank _3"> </span>nta<span class="blank _3"> </span>i<span class="blank _3"> </span>n<span class="blank _3"> </span>s i<span class="blank _3"> </span>n<span class="blank _3"> </span>for<span class="blank _3"> </span>mat<span class="blank _3"> </span>ion ob<span class="blank _3"> </span>ta<span class="blank _3"> </span>i<span class="blank _3"> </span>ne<span class="blank _3"> </span>d f<span class="blank _3"> </span>rom aut<span class="blank _3"> </span>hent<span class="blank _3"> </span>ic a<span class="blank _3"> </span>nd h<span class="blank _3"> </span>i<span class="blank _3"> </span>g<span class="blank _3"> </span>h<span class="blank _3"> </span>ly reg<span class="blank _3"> </span>a<span class="blank _3"> </span>rde<span class="blank _3"> </span>d sou<span class="blank _3"> </span>rc<span class="blank _3"> </span>es<span class="blank _3"> </span>. Rea<span class="blank _3"> </span>so<span class="blank _3"> </span>nab<span class="blank _3"> </span>le ef<span class="blank _3"> </span>for<span class="blank _3"> </span>t<span class="blank _3"> </span>s </div><div class="t m0 x12 he y70 ff6 fsa fc3 sc0 ls0 wsf">have b<span class="blank _3"> </span>een m<span class="blank _3"> </span>ade t<span class="blank _3"> </span>o publ<span class="blank _3"> </span>i<span class="blank _3"> </span>sh re<span class="blank _3"> </span>li<span class="blank _3"> </span>abl<span class="blank _3"> </span>e dat<span class="blank _3"> </span>a a<span class="blank _3"> </span>nd i<span class="blank _3"> </span>n<span class="blank _3"> </span>form<span class="blank _3"> </span>at<span class="blank _3"> </span>ion, b<span class="blank _3"> </span>ut th<span class="blank _3"> </span>e auth<span class="blank _3"> </span>or a<span class="blank _3"> </span>nd publ<span class="blank _3"> </span>i<span class="blank _3"> </span>she<span class="blank _3"> </span>r ca<span class="blank _3"> </span>n<span class="blank _3"> </span>not a<span class="blank _3"> </span>s<span class="blank _3"> </span>su<span class="blank _3"> </span>me </div><div class="t m0 x12 he y71 ff6 fsa fc3 sc0 ls0 ws10">res<span class="blank _3"> </span>pon<span class="blank _3"> </span>si<span class="blank _3"> </span>bi<span class="blank _3"> </span>l<span class="blank _3"> </span>it<span class="blank _3"> </span>y for t<span class="blank _3"> </span>he v<span class="blank _3"> </span>a<span class="blank _3"> </span>l<span class="blank _3"> </span>id<span class="blank _3"> </span>it<span class="blank _3"> </span>y of a<span class="blank _4"> </span>ll m<span class="blank _3"> </span>ater<span class="blank _3"> </span>i<span class="blank _3"> </span>a<span class="blank _3"> </span>ls o<span class="blank _3"> </span>r th<span class="blank _3"> </span>e con<span class="blank _3"> </span>se<span class="blank _3"> </span>que<span class="blank _3"> </span>nce<span class="blank _3"> </span>s of t<span class="blank _3"> </span>hei<span class="blank _3"> </span>r u<span class="blank _3"> </span>se<span class="blank _3"> </span>. The aut<span class="blank _3"> </span>hor<span class="blank _3"> </span>s a<span class="blank _3"> </span>nd publ<span class="blank _3"> </span>i<span class="blank _3"> </span>sh<span class="blank _3"> </span>ers </div><div class="t m0 x12 he y72 ff6 fsa fc3 sc0 ls0 ws11">have at<span class="blank _3"> </span>t<span class="blank _3"> </span>empt<span class="blank _3"> </span>ed to t<span class="blank _3"> </span>r<span class="blank _3"> </span>ace t<span class="blank _3"> </span>he c<span class="blank _3"> </span>opy<span class="blank _3"> </span>r<span class="blank _3"> </span>ig<span class="blank _3"> </span>ht hold<span class="blank _3"> </span>ers of a<span class="blank _3"> </span>l<span class="blank _3"> </span>l m<span class="blank _3"> </span>ate<span class="blank _3"> </span>ri<span class="blank _3"> </span>a<span class="blank _3"> </span>l repro<span class="blank _3"> </span>duce<span class="blank _3"> </span>d i<span class="blank _3"> </span>n t<span class="blank _3"> </span>h<span class="blank _3"> </span>is pu<span class="blank _3"> </span>bl<span class="blank _3"> </span>ic<span class="blank _3"> </span>atio<span class="blank _3"> </span>n a<span class="blank _3"> </span>nd apol<span class="blank _3"> </span>og<span class="blank _3"> </span>i<span class="blank _3"> </span>ze t<span class="blank _3"> </span>o </div><div class="t m0 x12 he y73 ff6 fsa fc3 sc0 ls0 ws12">copy<span class="blank _3"> </span>r<span class="blank _3"> </span>ig<span class="blank _3"> </span>ht hol<span class="blank _3"> </span>ders i<span class="blank _3"> </span>f p<span class="blank _3"> </span>er<span class="blank _3"> </span>m<span class="blank _3"> </span>is<span class="blank _3"> </span>sio<span class="blank _3"> </span>n to pub<span class="blank _3"> </span>li<span class="blank _3"> </span>sh i<span class="blank _3"> </span>n t<span class="blank _3"> </span>h<span class="blank _3"> </span>i<span class="blank _3"> </span>s for<span class="blank _3"> </span>m ha<span class="blank _3"> </span>s not b<span class="blank _3"> </span>ee<span class="blank _3"> </span>n obt<span class="blank _3"> </span>a<span class="blank _3"> </span>i<span class="blank _3"> </span>ned<span class="blank _3"> </span>. I<span class="blank _3"> </span>f a<span class="blank _3"> </span>ny copy<span class="blank _3"> </span>r<span class="blank _3"> </span>ig<span class="blank _3"> </span>ht m<span class="blank _3"> </span>ate<span class="blank _3"> </span>ri<span class="blank _3"> </span>a<span class="blank _3"> </span>l ha<span class="blank _3"> </span>s </div><div class="t m0 x12 he y74 ff6 fsa fc3 sc0 ls0 ws0">not be<span class="blank _3"> </span>en ac<span class="blank _3"> </span>k<span class="blank _3"> </span>nowle<span class="blank _3"> </span>dge<span class="blank _3"> </span>d plea<span class="blank _3"> </span>s<span class="blank _3"> </span>e w<span class="blank _3"> </span>r<span class="blank _3"> </span>ite a<span class="blank _3"> </span>nd le<span class="blank _3"> </span>t us k<span class="blank _4"> </span>now so we may r<span class="blank _3"> </span>ec<span class="blank _3"> </span>t<span class="blank _3"> </span>i<span class="blank _3"> </span>f<span class="blank _3"> </span>y i<span class="blank _3"> </span>n a<span class="blank _3"> </span>ny f<span class="blank _3"> </span>ut<span class="blank _3"> </span>u<span class="blank _3"> </span>re r<span class="blank _3"> </span>epr<span class="blank _3"> </span>int<span class="blank _3"> </span>.</div><div class="t m0 x12 he y75 ff6 fsa fc3 sc0 ls0 ws13">Exc<span class="blank _3"> </span>ept a<span class="blank _3"> </span>s pe<span class="blank _3"> </span>rm<span class="blank _3"> </span>it<span class="blank _3"> </span>t<span class="blank _3"> </span>ed u<span class="blank _3"> </span>nde<span class="blank _3"> </span>r U.S<span class="blank _3"> </span>. C<span class="blank _3"> </span>opy<span class="blank _3"> </span>r<span class="blank _3"> </span>ig<span class="blank _3"> </span>ht L<span class="blank _3"> </span>aw, no par<span class="blank _3"> </span>t of t<span class="blank _3"> </span>h<span class="blank _3"> </span>i<span class="blank _3"> </span>s bo<span class="blank _3"> </span>ok m<span class="blank _3"> </span>ay be rep<span class="blank _3"> </span>ri<span class="blank _3"> </span>nt<span class="blank _3"> </span>ed, r<span class="blank _3"> </span>epro<span class="blank _3"> </span>duce<span class="blank _3"> </span>d, t<span class="blank _3"> </span>ra<span class="blank _3"> </span>n<span class="blank _3"> </span>sm<span class="blank _3"> </span>it-</div><div class="t m0 x12 he y76 ff6 fsa fc3 sc0 ls0 ws9">te<span class="blank _3"> </span>d, or ut<span class="blank _3"> </span>i<span class="blank _3"> </span>l<span class="blank _3"> </span>i<span class="blank _3"> </span>ze<span class="blank _3"> </span>d i<span class="blank _3"> </span>n an<span class="blank _3"> </span>y form by a<span class="blank _3"> </span>ny e<span class="blank _3"> </span>lec<span class="blank _3"> </span>t<span class="blank _3"> </span>ron<span class="blank _3"> </span>ic<span class="blank _3"> </span>, me<span class="blank _3"> </span>cha<span class="blank _3"> </span>n<span class="blank _3"> </span>ic<span class="blank _3"> </span>a<span class="blank _3"> </span>l, o<span class="blank _3"> </span>r ot<span class="blank _3"> </span>her me<span class="blank _3"> </span>an<span class="blank _3"> </span>s<span class="blank _3"> </span>, now k<span class="blank _3"> </span>now<span class="blank _3"> </span>n or her<span class="blank _3"> </span>ea<span class="blank _3"> </span>f<span class="blank _3"> </span>t<span class="blank _3"> </span>er i<span class="blank _3"> </span>nvent<span class="blank _3"> </span>ed, </div><div class="t m0 x12 he y77 ff6 fsa fc3 sc0 ls0 ws14">in<span class="blank _3"> </span>clud<span class="blank _3"> </span>i<span class="blank _3"> </span>ng pho<span class="blank _3"> </span>to<span class="blank _3"> </span>copy<span class="blank _3"> </span>i<span class="blank _3"> </span>ng<span class="blank _3"> </span>, m<span class="blank _3"> </span>ic<span class="blank _3"> </span>rof<span class="blank _3"> </span>i<span class="blank _3"> </span>l<span class="blank _3"> </span>m<span class="blank _3"> </span>i<span class="blank _3"> </span>ng<span class="blank _3"> </span>, a<span class="blank _3"> </span>nd re<span class="blank _3"> </span>cord<span class="blank _3"> </span>i<span class="blank _3"> </span>ng<span class="blank _3"> </span>, or i<span class="blank _3"> </span>n a<span class="blank _3"> </span>ny i<span class="blank _3"> </span>n<span class="blank _3"> </span>for<span class="blank _3"> </span>mat<span class="blank _3"> </span>ion s<span class="blank _3"> </span>tor<span class="blank _3"> </span>age or r<span class="blank _3"> </span>et<span class="blank _3"> </span>r<span class="blank _3"> </span>iev<span class="blank _3"> </span>a<span class="blank _3"> </span>l s<span class="blank _3"> </span>ys<span class="blank _3"> </span>te<span class="blank _3"> </span>m, </div><div class="t m0 x12 he y78 ff6 fsa fc3 sc0 ls0 ws0">w<span class="blank _3"> </span>it<span class="blank _3"> </span>hout w<span class="blank _3"> </span>r<span class="blank _3"> </span>it<span class="blank _3"> </span>ten p<span class="blank _3"> </span>er<span class="blank _3"> </span>m<span class="blank _3"> </span>is<span class="blank _3"> </span>sion f<span class="blank _3"> </span>ro<span class="blank _3"> </span>m th<span class="blank _3"> </span>e publ<span class="blank _3"> </span>i<span class="blank _3"> </span>sher<span class="blank _3"> </span>s.</div><div class="t m0 x12 he y79 ff6 fsa fc3 sc0 ls0 ws15">For per<span class="blank _3"> </span>m<span class="blank _3"> </span>i<span class="blank _3"> </span>ss<span class="blank _3"> </span>ion to pho<span class="blank _3"> </span>toc<span class="blank _3"> </span>opy or u<span class="blank _3"> </span>s<span class="blank _3"> </span>e mat<span class="blank _3"> </span>eri<span class="blank _3"> </span>a<span class="blank _3"> </span>l ele<span class="blank _3"> </span>c<span class="blank _3"> </span>t<span class="blank _3"> </span>ron<span class="blank _3"> </span>ic<span class="blank _3"> </span>a<span class="blank _3"> </span>l<span class="blank _3"> </span>ly f<span class="blank _3"> </span>rom t<span class="blank _3"> </span>h<span class="blank _3"> </span>i<span class="blank _3"> </span>s work, p<span class="blank _3"> </span>lea<span class="blank _3"> </span>s<span class="blank _3"> </span>e acce<span class="blank _3"> </span>ss w<span class="blank _4"> </span>w<span class="blank _3"> </span>w.copy<span class="blank _3"> </span>r<span class="blank _3"> </span>ig<span class="blank _3"> </span>ht<span class="blank _3"> </span>.</div><div class="t m0 x12 he y7a ff6 fsa fc3 sc0 ls0 ws16">com (<span class="blank _3"> </span>ht<span class="blank _3"> </span>tp<span class="blank _3"> </span>:/<span class="blank _0"></span>/w<span class="blank _3"> </span>w<span class="blank _4"> </span>w<span class="blank _1"></span>.copy<span class="blank _3"> </span>r<span class="blank _3"> </span>ig<span class="blank _3"> </span>ht<span class="blank _3"> </span>.c<span class="blank _3"> </span>om/<span class="blank _3"> </span>) or cont<span class="blank _3"> </span>ac<span class="blank _3"> </span>t t<span class="blank _3"> </span>he Co<span class="blank _3"> </span>py<span class="blank _3"> </span>ri<span class="blank _3"> </span>g<span class="blank _3"> </span>ht C<span class="blank _3"> </span>lea<span class="blank _3"> </span>r<span class="blank _3"> </span>a<span class="blank _3"> </span>nce C<span class="blank _3"> </span>ent<span class="blank _3"> </span>er, Inc. (CCC<span class="blank _3"> </span>), 222 Ros<span class="blank _3"> </span>ewo<span class="blank _3"> </span>od </div><div class="t m0 x12 he y7b ff6 fsa fc3 sc0 ls0 ws17">Dr<span class="blank _3"> </span>ive, D<span class="blank _3"> </span>a<span class="blank _3"> </span>nver<span class="blank _3"> </span>s, M<span class="blank _3"> </span>A 01923<span class="blank _3"> </span>, 978<span class="blank _3"> </span>-<span class="blank _1"></span>750<span class="blank _3"> </span>-8<span class="blank _3"> </span>4<span class="blank _3"> </span>0<span class="blank _3"> </span>0<span class="blank _3"> </span>. CCC i<span class="blank _3"> </span>s a not-for-<span class="blank _1"></span>prof<span class="blank _3"> </span>it org<span class="blank _3"> </span>a<span class="blank _3"> </span>n<span class="blank _3"> </span>iz<span class="blank _3"> </span>at<span class="blank _3"> </span>ion t<span class="blank _3"> </span>h<span class="blank _3"> </span>at prov<span class="blank _3"> </span>ide<span class="blank _3"> </span>s l<span class="blank _3"> </span>icen<span class="blank _3"> </span>s<span class="blank _3"> </span>es a<span class="blank _3"> </span>nd </div><div class="t m0 x12 he y7c ff6 fsa fc3 sc0 ls0 ws18">reg<span class="blank _3"> </span>i<span class="blank _3"> </span>st<span class="blank _3"> </span>r<span class="blank _3"> </span>at<span class="blank _3"> </span>ion for a v<span class="blank _3"> </span>ar<span class="blank _3"> </span>ie<span class="blank _3"> </span>t<span class="blank _3"> </span>y of u<span class="blank _3"> </span>s<span class="blank _3"> </span>ers<span class="blank _3"> </span>. For orga<span class="blank _3"> </span>n<span class="blank _3"> </span>i<span class="blank _3"> </span>z<span class="blank _3"> </span>at<span class="blank _3"> </span>ion<span class="blank _3"> </span>s t<span class="blank _3"> </span>hat h<span class="blank _3"> </span>ave be<span class="blank _3"> </span>en g<span class="blank _3"> </span>ra<span class="blank _3"> </span>nt<span class="blank _3"> </span>ed a ph<span class="blank _3"> </span>oto<span class="blank _3"> </span>copy l<span class="blank _3"> </span>ic<span class="blank _3"> </span>en<span class="blank _3"> </span>se by t<span class="blank _3"> </span>he C<span class="blank _3"> </span>CC<span class="blank _3"> </span>, </div><div class="t m0 x12 he y7d ff6 fsa fc3 sc0 ls0 ws0">a sep<span class="blank _3"> </span>a<span class="blank _3"> </span>rat<span class="blank _3"> </span>e sy<span class="blank _3"> </span>st<span class="blank _3"> </span>em of p<span class="blank _3"> </span>ay<span class="blank _3"> </span>ment h<span class="blank _3"> </span>a<span class="blank _3"> </span>s be<span class="blank _3"> </span>en a<span class="blank _3"> </span>rr<span class="blank _3"> </span>a<span class="blank _3"> </span>nge<span class="blank _3"> </span>d.</div><div class="t m0 x12 he y7e ff7 fsa fc3 sc0 ls9 ws19">T<span class="blank _1"></span>radema<span class="blank _3"> </span>rk Not<span class="blank _3"> </span>ice:<span class="ff6 ls0 ws1a"> Pro<span class="blank _3"> </span>duc<span class="blank _3"> </span>t or cor<span class="blank _3"> </span>p<span class="blank _3"> </span>orat<span class="blank _3"> </span>e na<span class="blank _3"> </span>me<span class="blank _3"> </span>s may b<span class="blank _3"> </span>e t<span class="blank _3"> </span>rad<span class="blank _3"> </span>ema<span class="blank _3"> </span>rk<span class="blank _3"> </span>s or re<span class="blank _3"> </span>g<span class="blank _3"> </span>i<span class="blank _3"> </span>ste<span class="blank _3"> </span>red t<span class="blank _3"> </span>r<span class="blank _3"> </span>adem<span class="blank _3"> </span>a<span class="blank _3"> </span>rk<span class="blank _3"> </span>s, a<span class="blank _3"> </span>nd a<span class="blank _3"> </span>re u<span class="blank _3"> </span>se<span class="blank _3"> </span>d </span></div><div class="t m0 x12 he y7f ff6 fsa fc3 sc0 ls9 ws1b">onl<span class="blank _3"> </span>y for identi<span class="blank _3"> </span>f<span class="blank _3"> </span>icat<span class="blank _3"> </span>ion and ex<span class="blank _3"> </span>pla<span class="blank _3"> </span>nat<span class="blank _3"> </span>ion w<span class="blank _3"> </span>ithout i<span class="blank _3"> </span>ntent to i<span class="blank _3"> </span>n<span class="blank _3"> </span>fr<span class="blank _3"> </span>i<span class="blank _3"> </span>nge.</div><div class="t m0 x12 hf y80 ff7 fsa fc3 sc0 ls0 ws0">Vi<span class="blank _3"> </span>sit t<span class="blank _3"> </span>he T<span class="blank _1"></span>aylor & Fr<span class="blank _3"> </span>a<span class="blank _3"> </span>nc<span class="blank _3"> </span>is Web site at</div><div class="t m0 x12 hf y81 ff7 fsa fc3 sc0 lsa wsb">http<span class="blank _0"></span>:/<span class="blank _2"></span>/www<span class="blank _1"></span>.t<span class="blank _1"></span>ay<span class="blank _1"></span>lo<span class="blank _0"></span>randfran<span class="blank _0"></span>cis.c<span class="blank _0"></span>om</div><div class="t m0 x12 hf y82 ff7 fsa fc3 sc0 ls0 ws0">an<span class="blank _3"> </span>d the C<span class="blank _3"> </span>RC Pr<span class="blank _3"> </span>es<span class="blank _3"> </span>s W<span class="blank _0"></span>eb s<span class="blank _3"> </span>ite at</div><div class="t m0 x12 hf y83 ff7 fsa fc3 sc0 lsb wsc">htt<span class="blank _3"> </span>p:/<span class="blank _0"></span>/w<span class="blank _3"> </span>w<span class="blank _4"> </span>w<span class="blank _0"></span>.<span class="blank"> </span>c<span class="blank"> </span>rc<span class="blank"> </span>pre<span class="blank"> </span>s<span class="blank"> </span>s<span class="blank"> </span>.c<span class="blank"> </span>om</div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,0.000000,0.000000]}"></div></div> <div id="pf8" class="pf w0 h0" data-page-no="8"><div class="pc pc8 w0 h0"><img fetchpriority="low" loading="lazy" class="bi x13 y84 w5 h10" alt="" src="https://files.passeidireto.com/58f9e440-48ed-42b9-abc3-1626ad5b69d7/bg8.png"><div class="t m0 x13 h11 y85 ff8 fsb fc0 sc0 ls0 ws1c">Con<span class="blank _0"></span>ten<span class="blank _0"></span>ts</div><div class="t m0 x13 h12 y86 ff9 fsc fc0 sc0 ls0 ws1d">List<span class="blank"> </span>of<span class="blank"> </span>Figures<span class="blank _7"> </span>ix</div><div class="t m0 x13 h12 y87 ff9 fsc fc0 sc0 ls0 ws1d">List<span class="blank"> </span>of<span class="blank"> </span>T<span class="blank _2"></span>ables<span class="blank _8"> </span>xvii</div><div class="t m0 x13 h12 y88 ff9 fsc fc0 sc0 ls0 ws1e">Preface<span class="blank"> </span>xix</div><div class="t m0 x13 h12 y89 ff9 fsc fc0 sc0 ls0 ws1f">1<span class="blank _9"> </span>In<span class="blank _1"></span>tro<span class="blank"> </span>duction<span class="blank _a"> </span>1</div><div class="t m0 x14 h12 y8a ffa fsc fc0 sc0 ls0 ws20">Kanchana<span class="blank"> </span>Padmanabhan,<span class="blank"> </span>Wil<span class="blank _3"> </span>liam<span class="blank"> </span>Hendrix,<span class="blank"> </span>and<span class="blank"> </span>Nagiza<span class="blank"> </span>F.<span class="blank"> </span>Samatova</div><div class="t m0 x13 h12 y8b ff9 fsc fc0 sc0 ls0 ws1d">2<span class="blank _9"> </span>An<span class="blank"> </span>In<span class="blank _1"></span>tro<span class="blank _3"> </span>duction<span class="blank"> </span>to<span class="blank"> </span>Graph<span class="blank"> </span>Theory<span class="blank _b"> </span>9</div><div class="t m0 x14 h12 y8c ffa fsc fc0 sc0 ls0 ws20">Stephen<span class="blank"> </span>War<span class="blank _0"></span>e</div><div class="t m0 x13 h12 y8d ff9 fsc fc0 sc0 ls0 ws1d">3<span class="blank _9"> </span>An<span class="blank"> </span>In<span class="blank _1"></span>tro<span class="blank _3"> </span>duction<span class="blank"> </span>to<span class="blank"> </span>R<span class="blank _c"> </span>27</div><div class="t m0 x14 h12 y8e ffa fsc fc0 sc0 ls0 ws20">Neil<span class="blank"> </span>Shah</div><div class="t m0 x13 h12 y8f ff9 fsc fc0 sc0 ls0 ws1d">4<span class="blank _9"> </span>An<span class="blank"> </span>In<span class="blank _1"></span>tro<span class="blank _3"> </span>duction<span class="blank"> </span>to<span class="blank"> </span>Kernel<span class="blank"> </span>F<span class="blank _2"></span>unctions<span class="blank _d"> </span>53</div><div class="t m0 x14 h12 y90 ffa fsc fc0 sc0 ls0 ws20">John<span class="blank"> </span>Jenkins</div><div class="t m0 x13 h12 y91 ff9 fsc fc0 sc0 ls0 ws1d">5<span class="blank _9"> </span>Link<span class="blank"> </span>Analysis<span class="blank _e"> </span>75</div><div class="t m0 x14 h12 y92 ffa fsc fc0 sc0 ls0 ws20">A<span class="blank _1"></span>rp<span class="blank _0"></span>an<span class="blank"> </span>Chakr<span class="blank _0"></span>ab<span class="blank _1"></span>orty,<span class="blank"> </span>Kevin<span class="blank"> </span>Wilson,<span class="blank"> </span>Nathan<span class="blank"> </span>Gr<span class="blank _0"></span>e<span class="blank _0"></span>en,<span class="blank"> </span>Shr<span class="blank _0"></span>avan<span class="blank"> </span>Kumar</div><div class="t m0 x14 h12 y93 ffa fsc fc0 sc0 ls0 ws20">A<span class="blank _1"></span>lur,<span class="blank"> </span>F<span class="blank _0"></span>atih<span class="blank"> </span>Er<span class="blank _0"></span>gin,<span class="blank"> </span>Karthik<span class="blank"> </span>Gurumurthy,<span class="blank"> </span>R<span class="blank _0"></span>omulo<span class="blank"> </span>Manzano,<span class="blank"> </span>and<span class="blank"> </span>De<span class="blank _0"></span>epti</div><div class="t m0 x14 h12 y94 ffa fsc fc0 sc0 ls0">Chinta</div><div class="t m0 x13 h12 y95 ff9 fsc fc0 sc0 ls0 ws1d">6<span class="blank _9"> </span>Graph-based<span class="blank"> </span>Pro<span class="blank _1"></span>ximit<span class="blank _1"></span>y<span class="blank"> </span>Measures<span class="blank _f"> </span>135</div><div class="t m0 x14 h12 y96 ffa fsc fc0 sc0 ls0 ws20">Kevin<span class="blank"> </span>A.<span class="blank"> </span>Wilson,<span class="blank"> </span>Nathan<span class="blank"> </span>D.<span class="blank"> </span>Gr<span class="blank _0"></span>e<span class="blank _0"></span>en,<span class="blank"> </span>L<span class="blank _0"></span>axmikant<span class="blank"> </span>A<span class="blank _1"></span>gr<span class="blank _0"></span>awal,<span class="blank"> </span>Xibin<span class="blank"> </span>Gao,</div><div class="t m0 x14 h12 y97 ffa fsc fc0 sc0 ls0 ws20">Dinesh<span class="blank"> </span>Madhuso<span class="blank _0"></span>o<span class="blank _0"></span>danan,<span class="blank"> </span>Brian<span class="blank"> </span>Riley,<span class="blank"> </span>and<span class="blank"> </span>James<span class="blank"> </span>P.<span class="blank"> </span>Sigmon</div><div class="t m0 x13 h12 y98 ff9 fsc fc0 sc0 ls0 ws1d">7<span class="blank _9"> </span>F<span class="blank _2"></span>requen<span class="blank _1"></span>t<span class="blank"> </span>Subgraph<span class="blank"> </span>Mining<span class="blank _10"> </span>167</div><div class="t m0 x14 h12 y99 ffa fsc fc0 sc0 ls0 ws20">Br<span class="blank _0"></span>ent<span class="blank"> </span>E.<span class="blank"> </span>Harrison,<span class="blank"> </span>Jason<span class="blank"> </span>C.<span class="blank"> </span>Smith,<span class="blank"> </span>Stephen<span class="blank"> </span>G.<span class="blank"> </span>War<span class="blank _0"></span>e,<span class="blank"> </span>Hsiao-Wei</div><div class="t m0 x14 h12 y9a ffa fsc fc0 sc0 ls0 ws20">Chen,<span class="blank"> </span>Wenbin<span class="blank"> </span>Chen,<span class="blank"> </span>and<span class="blank"> </span>A<span class="blank _1"></span>njali<span class="blank"> </span>Khatri</div><div class="t m0 x13 h12 y9b ff9 fsc fc0 sc0 ls0 ws1d">8<span class="blank _9"> </span>Cluster<span class="blank"> </span>Analysis<span class="blank _11"> </span>205</div><div class="t m0 x14 h12 y9c ffa fsc fc0 sc0 ls0 ws20">Kanchana<span class="blank"> </span>Padmanabhan,<span class="blank"> </span>Br<span class="blank _0"></span>ent<span class="blank"> </span>Harrison,<span class="blank"> </span>Kevin<span class="blank"> </span>Wilson,<span class="blank"> </span>Michael<span class="blank"> </span>L.</div><div class="t m0 x14 h12 y9d ffa fsc fc0 sc0 ls0 ws20">Warr<span class="blank _0"></span>en,<span class="blank"> </span>Katie<span class="blank"> </span>Bright,<span class="blank"> </span>Justin<span class="blank"> </span>Mosiman,<span class="blank"> </span>Jayar<span class="blank _0"></span>am<span class="blank"> </span>Kancherla,<span class="blank"> </span>Hieu</div><div class="t m0 x14 h12 y9e ffa fsc fc0 sc0 ls0 ws20">Phung,<span class="blank"> </span>Benjamin<span class="blank"> </span>Mil<span class="blank _3"> </span>ler,<span class="blank"> </span>and<span class="blank"> </span>Sam<span class="blank"> </span>Shamseldin</div><div class="t m0 x15 h12 y9f ffb fsc fc0 sc0 ls0">vii</div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,-85.320000,-61.920000]}"></div></div> <div id="pf9" class="pf w0 h0" data-page-no="9"><div class="pc pc9 w0 h0"><div class="t m0 x13 h12 ya0 ffb fsc fc0 sc0 ls0">viii</div><div class="t m0 x13 h12 ya1 ff9 fsc fc0 sc0 ls0 ws21">9<span class="blank"> </span>Classi\ufb01cation<span class="blank _12"> </span>239</div><div class="t m0 x14 h12 ya2 ffa fsc fc0 sc0 ls0 ws20">Srinath<span class="blank"> </span>R<span class="blank _0"></span>avindr<span class="blank _0"></span>an,<span class="blank"> </span>John<span class="blank"> </span>Jenkins,<span class="blank"> </span>Huseyin<span class="blank"> </span>Senc<span class="blank _0"></span>an,<span class="blank"> </span>Jay<span class="blank"> </span>Pr<span class="blank _1"></span>akash<span class="blank"> </span>Go<span class="blank _0"></span>el,</div><div class="t m0 x14 h12 ya3 ffa fsc fc0 sc0 ls0 ws20">Sae<span class="blank _0"></span>e<span class="blank"> </span>Nir<span class="blank _0"></span>gude,<span class="blank"> </span>Kalindi<span class="blank"> </span>K<span class="blank"> </span>R<span class="blank _0"></span>aichur<span class="blank _1"></span>a,<span class="blank"> </span>Suchetha<span class="blank"> </span>M<span class="blank"> </span>R<span class="blank _0"></span>e<span class="blank _0"></span>ddy,<span class="blank"> </span>and<span class="blank"> </span>Jonathan</div><div class="t m0 x14 h12 ya4 ffa fsc fc0 sc0 ls0 ws20">S.<span class="blank"> </span>T<span class="blank _2"></span>atagiri</div><div class="t m0 x13 h12 ya5 ff9 fsc fc0 sc0 ls0 ws22">10<span class="blank"> </span>Dimensionalit<span class="blank _1"></span>y<span class="blank _13"> </span>Reduction<span class="blank _14"> </span>263</div><div class="t m0 x14 h12 ya6 ffa fsc fc0 sc0 ls0 ws20">Madhuri<span class="blank"> </span>R.<span class="blank"> </span>Marri,<span class="blank"> </span>L<span class="blank _0"></span>akshmi<span class="blank"> </span>R<span class="blank _0"></span>amachandr<span class="blank _0"></span>an,<span class="blank"> </span>Pr<span class="blank _1"></span>ade<span class="blank _0"></span>ep<span class="blank"> </span>Murukannaiah,</div><div class="t m0 x14 h12 ya7 ffa fsc fc0 sc0 ls0 ws20">Padmashr<span class="blank _0"></span>e<span class="blank _0"></span>e<span class="blank"> </span>R<span class="blank _0"></span>avindr<span class="blank _1"></span>a,<span class="blank"> </span>Amrita<span class="blank"> </span>Paul,<span class="blank"> </span>Da<span class="blank"> </span>Y<span class="blank _2"></span>oung<span class="blank"> </span>L<span class="blank _0"></span>e<span class="blank _0"></span>e,<span class="blank"> </span>David<span class="blank"> </span>F<span class="blank _0"></span>unk,</div><div class="t m0 x14 h12 ya8 ffa fsc fc0 sc0 ls0 ws20">Shanmugapriya<span class="blank"> </span>Murugapp<span class="blank _0"></span>an,<span class="blank"> </span>and<span class="blank"> </span>Wil<span class="blank _4"> </span>liam<span class="blank"> </span>Hendrix</div><div class="t m0 x13 h12 ya9 ff9 fsc fc0 sc0 ls0 ws22">11<span class="blank"> </span>Graph-based<span class="blank _13"> </span>Anomaly<span class="blank _13"> </span>Detection<span class="blank _15"> </span>311</div><div class="t m0 x14 h12 yaa ffa fsc fc0 sc0 ls0 ws20">Kanchana<span class="blank"> </span>Padmanabhan,<span class="blank"> </span>Zhengzhang<span class="blank"> </span>Chen,<span class="blank"> </span>Srir<span class="blank _0"></span>am</div><div class="t m0 x14 h12 yab ffa fsc fc0 sc0 ls0 ws20">L<span class="blank _0"></span>akshminar<span class="blank _0"></span>asimhan,<span class="blank"> </span>Siddarth<span class="blank"> </span>Shankar<span class="blank"> </span>R<span class="blank _0"></span>amaswamy,<span class="blank"> </span>and<span class="blank"> </span>Bryan</div><div class="t m0 x14 h12 yac ffa fsc fc0 sc0 ls0 ws20">Thomas<span class="blank"> </span>R<span class="blank _1"></span>ichar<span class="blank _0"></span>dson</div><div class="t m0 x13 h12 yad ff9 fsc fc0 sc0 ls0 ws1d">12<span class="blank _16"> </span>P<span class="blank _1"></span>erformance<span class="blank"> </span>Metrics<span class="blank"> </span>for<span class="blank"> </span>Graph<span class="blank"> </span>Mining<span class="blank"> </span>T<span class="blank _2"></span>asks<span class="blank _17"> </span>373</div><div class="t m0 x14 h12 yae ffa fsc fc0 sc0 ls0 ws20">Kanchana<span class="blank"> </span>Padmanabhan<span class="blank"> </span>and<span class="blank"> </span>John<span class="blank"> </span>Jenkins</div><div class="t m0 x13 h12 yaf ff9 fsc fc0 sc0 ls0 ws1d">13<span class="blank _16"> </span>In<span class="blank _1"></span>tro<span class="blank _3"> </span>duction<span class="blank"> </span>to<span class="blank"> </span>P<span class="blank _1"></span>arallel<span class="blank"> </span>Graph<span class="blank"> </span>Mining<span class="blank _18"> </span>419</div><div class="t m0 x14 h12 yb0 ffa fsc fc0 sc0 ls0 ws20">Wil<span class="blank _3"> </span>liam<span class="blank"> </span>Hendrix,<span class="blank"> </span>Mekha<span class="blank"> </span>Susan<span class="blank"> </span>V<span class="blank _0"></span>ar<span class="blank _0"></span>ghese,<span class="blank"> </span>Nithya<span class="blank"> </span>Natesan,<span class="blank"> </span>Kaushik</div><div class="t m0 x14 h12 yb1 ffa fsc fc0 sc0 ls0 ws20">Tirukarugavur<span class="blank"> </span>Srinivasan,<span class="blank"> </span>Vinu<span class="blank"> </span>Balaje<span class="blank _0"></span>e,<span class="blank"> </span>and<span class="blank"> </span>Y<span class="blank _0"></span>u<span class="blank"> </span>R<span class="blank _0"></span>en</div><div class="t m0 x13 h12 yb2 ff9 fsc fc0 sc0 ls0 ws23">Index<span class="blank"> </span>465</div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,-85.320000,-61.920000]}"></div></div> <div id="pfa" class="pf w0 h0" data-page-no="a"><div class="pc pca w0 h0"><img fetchpriority="low" loading="lazy" class="bi x13 y84 w5 h10" alt="" src="https://files.passeidireto.com/58f9e440-48ed-42b9-abc3-1626ad5b69d7/bga.png"><div class="t m0 x13 h11 y85 ff8 fsb fc0 sc0 ls0 ws24">List<span class="blank"> </span>of<span class="blank"> </span>Figures</div><div class="t m0 x14 h12 y86 ffb fsc fc0 sc0 ls0 ws25">2.1<span class="blank _19"> </span>An<span class="blank _16"> </span>example<span class="blank _1a"> </span>graph.<span class="blank _1b"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>10</div><div class="t m0 x14 h12 yb3 ffb fsc fc0 sc0 ls0 ws25">2.2<span class="blank _19"> </span>An<span class="blank _1a"> </span>induced<span class="blank _16"> </span>subgraph.<span class="blank _1d"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>13</div><div class="t m0 x14 h12 yb4 ffb fsc fc0 sc0 ls0 ws25">2.3<span class="blank _19"> </span>An<span class="blank _1a"> </span>example<span class="blank _16"> </span>isomorphism<span class="blank _1a"> </span>and<span class="blank _16"> </span>automorphism.<span class="blank _1e"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>14</div><div class="t m0 x14 h12 yb5 ffb fsc fc0 sc0 ls0 ws25">2.4<span class="blank _19"> </span>An<span class="blank _1a"> </span>example<span class="blank _16"> </span>directed<span class="blank _1a"> </span>graph.<span class="blank _1e"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>16</div><div class="t m0 x14 h12 yb6 ffb fsc fc0 sc0 ls0 ws25">2.5<span class="blank _19"> </span>An<span class="blank _1a"> </span>example<span class="blank _16"> </span>directed<span class="blank _1a"> </span>graph.<span class="blank _1e"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>17</div><div class="t m0 x14 h12 yb7 ffb fsc fc0 sc0 lsc ws26">2<span class="blank _1f"></span>.<span class="blank _1f"></span>6<span class="blank _20"> </span>A<span class="blank _1f"></span>n<span class="blank _21"></span>e<span class="blank _1f"></span>x<span class="blank _1f"></span>a<span class="blank _1f"></span>m<span class="blank _1f"></span>p<span class="blank _1f"></span>l<span class="blank _1f"></span>e<span class="blank _21"></span>t<span class="blank _1f"></span>r<span class="blank _1f"></span>e<span class="blank _1f"></span>e<span class="blank _1f"></span>.<span class="blank"> </span>........................<span class="blank _22"> </span>1<span class="blank _1f"></span>9<span class="blank _1f"></span></div><div class="t m0 x14 h12 yb8 ffb fsc fc0 sc0 ls0 ws25">2.7<span class="blank _19"> </span>A<span class="blank _1a"> </span>directed,<span class="blank _16"> </span>w<span class="blank _1"></span>eigh<span class="blank _1"></span>ted<span class="blank _1a"> </span>graph.<span class="blank _1e"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>20</div><div class="t m0 x14 h12 yb9 ffb fsc fc0 sc0 ls0 ws27">2.8<span class="blank _19"> </span>Tw<span class="blank _1"></span>o<span class="blank"> </span>example<span class="blank"> </span>graphs,<span class="blank"> </span>an<span class="blank"> </span>undirected<span class="blank"> </span>v<span class="blank _1"></span>ersion<span class="blank"> </span>(A)<span class="blank"> </span>and<span class="blank"> </span>a<span class="blank"> </span>directed</div><div class="t m0 x16 h12 yba ffb fsc fc0 sc0 ls0 ws28">v<span class="blank _1"></span>ersion<span class="blank"> </span>(B),<span class="blank"> </span>eac<span class="blank _1"></span>h<span class="blank"> </span>with<span class="blank"> </span>its<span class="blank"> </span>vertices<span class="blank"> </span>and<span class="blank"> </span>edges<span class="blank"> </span>n<span class="blank _0"></span>umbered.<span class="blank _13"> </span>.<span class="blank _23"> </span>.<span class="blank _23"> </span>.<span class="blank _1c"> </span>21</div><div class="t m0 x14 h12 ybb ffb fsc fc0 sc0 ls0 ws25">2.9<span class="blank _19"> </span>Problems<span class="blank _1a"> </span>1<span class="blank _16"> </span>and<span class="blank _1a"> </span>2<span class="blank _16"> </span>refer<span class="blank _1a"> </span>to<span class="blank _16"> </span>this<span class="blank _1a"> </span>graph.<span class="blank _24"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>24</div><div class="t m0 x14 h12 ybc ffb fsc fc0 sc0 ls0 ws25">2.10<span class="blank _20"> </span>Problem<span class="blank _1a"> </span>3<span class="blank _16"> </span>refers<span class="blank _1a"> </span>to<span class="blank _16"> </span>these<span class="blank _1a"> </span>graphs.<span class="blank _25"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>24</div><div class="t m0 x14 h12 ybd ffb fsc fc0 sc0 ls0 ws29">4.1<span class="blank _19"> </span>An<span class="blank"> </span>example<span class="blank"> </span>dataset.<span class="blank"> </span>On<span class="blank"> </span>the<span class="blank"> </span>left,<span class="blank"> </span>a<span class="blank"> </span>class<span class="blank"> </span>assignmen<span class="blank _1"></span>t<span class="blank"> </span>where</div><div class="t m0 x16 h12 ybe ffb fsc fc0 sc0 ls0 ws2a">the<span class="blank"> </span>data<span class="blank"> </span>can<span class="blank"> </span>b<span class="blank _3"> </span>e<span class="blank"> </span>separated<span class="blank"> </span>b<span class="blank _1"></span>y<span class="blank"> </span>a<span class="blank"> </span>line.<span class="blank"> </span>On<span class="blank"> </span>the<span class="blank"> </span>right,<span class="blank"> </span>a<span class="blank"> </span>class</div><div class="t m0 x16 h12 ybf ffb fsc fc0 sc0 ls0 ws28">assignmen<span class="blank _1"></span>t<span class="blank"> </span>where<span class="blank"> </span>the<span class="blank"> </span>data<span class="blank"> </span>can<span class="blank"> </span>b<span class="blank _3"> </span>e<span class="blank"> </span>separated<span class="blank"> </span>by<span class="blank"> </span>an<span class="blank"> </span>ellipse.<span class="blank _26"> </span>.<span class="blank _1c"> </span>54</div><div class="t m0 x14 h12 yc0 ffb fsc fc0 sc0 ls0 ws2b">4.2<span class="blank _19"> </span>The<span class="blank"> </span>example<span class="blank"> </span>non-linear<span class="blank"> </span>dataset<span class="blank"> </span>from<span class="blank"> </span>Figure<span class="blank"> </span>4.1,<span class="blank"> </span>mapp<span class="blank _3"> </span>ed<span class="blank"> </span>in<span class="blank _1"></span>to</div><div class="t m0 x16 h12 yc1 ffb fsc fc0 sc0 ls0 ws2c">a<span class="blank"> </span>three-dimensional<span class="blank"> </span>space<span class="blank"> </span>where<span class="blank"> </span>it<span class="blank"> </span>is<span class="blank"> </span>separable<span class="blank"> </span>b<span class="blank _1"></span>y<span class="blank"> </span>a<span class="blank"> </span>t<span class="blank _1"></span>wo-</div><div class="t m0 x16 h12 yc2 ffb fsc fc0 sc0 ls0 ws25">dimensional<span class="blank _1a"> </span>plane.<span class="blank _1d"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>55</div><div class="t m0 x14 h12 yc3 ffb fsc fc0 sc0 ls0 ws2d">4.3<span class="blank _19"> </span>A:<span class="blank"> </span>Analysis<span class="blank"> </span>on<span class="blank"> </span>some<span class="blank"> </span>unmo<span class="blank _3"> </span>di\ufb01ed<span class="blank"> </span>v<span class="blank _1"></span>ector<span class="blank"> </span>data.<span class="blank"> </span>B:<span class="blank"> </span>Analysis<span class="blank"> </span>on<span class="blank"> </span>an</div><div class="t m0 x16 h12 yc4 ffb fsc fc0 sc0 ls0 ws2e">explicit<span class="blank"> </span>feature<span class="blank"> </span>space,<span class="blank"> </span>using<span class="blank"> </span>the<span class="blank"> </span>transformation<span class="blank"> </span><span class="ffc lsd">\u03c6</span>.<span class="blank"> </span>C:<span class="blank"> </span>Analysis</div><div class="t m0 x16 h12 yc5 ffb fsc fc0 sc0 ls0 ws2f">on<span class="blank"> </span>an<span class="blank"> </span>implicit<span class="blank"> </span>feature<span class="blank"> </span>space,<span class="blank"> </span>using<span class="blank"> </span>the<span class="blank"> </span>kernel<span class="blank"> </span>function<span class="blank"> </span><span class="ffc lse">k</span>,<span class="blank"> </span>with</div><div class="t m0 x16 h12 yc6 ffb fsc fc0 sc0 ls0 ws28">the<span class="blank"> </span>analysis<span class="blank"> </span>mo<span class="blank _3"> </span>di\ufb01ed<span class="blank"> </span>to<span class="blank"> </span>use<span class="blank"> </span>only<span class="blank"> </span>inner<span class="blank"> </span>pro<span class="blank _3"> </span>ducts.<span class="blank _9"> </span>.<span class="blank _23"> </span>.<span class="blank _23"> </span>.<span class="blank _27"> </span>.<span class="blank _27"> </span>.<span class="blank _23"> </span>.<span class="blank _1c"> </span>57</div><div class="t m0 x14 h12 yc7 ffb fsc fc0 sc0 ls0 ws30">4.4<span class="blank _19"> </span>Three<span class="blank"> </span>undirected<span class="blank"> </span>graphs<span class="blank"> </span>of<span class="blank"> </span>the<span class="blank"> </span>same<span class="blank"> </span>num<span class="blank _0"></span>b<span class="blank _3"> </span>er<span class="blank"> </span>of<span class="blank"> </span>vertices<span class="blank"> </span>and</div><div class="t m0 x16 h12 yc8 ffb fsc fc0 sc0 ls0 ws25">edges.<span class="blank _1a"> </span>How<span class="blank _1a"> </span>similar<span class="blank _1a"> </span>are<span class="blank _16"> </span>they?<span class="blank _13"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>60</div><div class="t m0 x14 h12 yc9 ffb fsc fc0 sc0 ls0 ws31">4.5<span class="blank _19"> </span>Three<span class="blank"> </span>graphs<span class="blank"> </span>to<span class="blank"> </span>b<span class="blank _3"> </span>e<span class="blank"> </span>compared<span class="blank"> </span>through<span class="blank"> </span>walk-based<span class="blank"> </span>measures.</div><div class="t m0 x16 h12 yca ffb fsc fc0 sc0 ls0 ws32">The<span class="blank"> </span>b<span class="blank _3"> </span>o<span class="blank _1"></span>xed<span class="blank"> </span>in<span class="blank"> </span>regions<span class="blank"> </span>represent<span class="blank"> </span>v<span class="blank _0"></span>ertices<span class="blank"> </span>more<span class="blank"> </span>likely<span class="blank"> </span>to<span class="blank"> </span>be<span class="blank"> </span>vis-</div><div class="t m0 x16 h12 ycb ffb fsc fc0 sc0 ls0 ws25">ited<span class="blank _1a"> </span>in<span class="blank _16"> </span>random<span class="blank _1a"> </span>walks.<span class="blank _1a"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>63</div><div class="t m0 x14 h12 ycc ffb fsc fc0 sc0 ls0 ws25">4.6<span class="blank _19"> </span>Tw<span class="blank _1"></span>o<span class="blank _1a"> </span>graphs<span class="blank _16"> </span>and<span class="blank _1a"> </span>their<span class="blank _16"> </span>direct<span class="blank _1a"> </span>pro<span class="blank _3"> </span>duct.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>63</div><div class="t m0 x14 h12 ycd ffb fsc fc0 sc0 ls0 ws25">4.7<span class="blank _19"> </span>A<span class="blank _1a"> </span>graph<span class="blank _16"> </span>and<span class="blank _1a"> </span>its<span class="blank _16"> </span>2-totter-free<span class="blank _1a"> </span>transformation.<span class="blank _16"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>67</div><div class="t m0 x14 h12 yce ffb fsc fc0 sc0 ls0 ws25">4.8<span class="blank _19"> </span>Kernel<span class="blank _1a"> </span>matrices<span class="blank _16"> </span>for<span class="blank _1a"> </span>problem<span class="blank _16"> </span>1.<span class="blank _1a"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>71</div><div class="t m0 x14 h12 ycf ffb fsc fc0 sc0 ls0 ws25">4.9<span class="blank _19"> </span>Graph<span class="blank _1a"> </span>used<span class="blank _16"> </span>in<span class="blank _1a"> </span>Problem<span class="blank _16"> </span>9<span class="blank _1a"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>72</div><div class="t m0 x14 h12 yd0 ffb fsc fc0 sc0 ls0 ws25">5.1<span class="blank _19"> </span>Link-based<span class="blank _1a"> </span>mining<span class="blank _16"> </span>activities.<span class="blank _1a"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>79</div><div class="t m0 x14 h12 yd1 ffb fsc fc0 sc0 ls0 ws33">5.2<span class="blank _19"> </span>A<span class="blank"> </span>randomly<span class="blank"> </span>generated<span class="blank"> </span>10-no<span class="blank _3"> </span>de<span class="blank"> </span>graph<span class="blank"> </span>represen<span class="blank _1"></span>ting<span class="blank"> </span>a<span class="blank"> </span>syn<span class="blank _1"></span>thetic</div><div class="t m0 x16 h12 yd2 ffb fsc fc0 sc0 lsc ws34">s<span class="blank _1f"></span>o<span class="blank _28"></span>c<span class="blank _1f"></span>i<span class="blank _1f"></span>a<span class="blank _1f"></span>l<span class="blank _21"></span>n<span class="blank _1f"></span>e<span class="blank _1f"></span>t<span class="blank _29"></span>w<span class="blank _29"></span>o<span class="blank _1f"></span>r<span class="blank _1f"></span>k<span class="blank _1f"></span>.<span class="blank"> </span>.........................<span class="blank _22"> </span>8<span class="blank _1f"></span>4<span class="blank _1f"></span></div><div class="t m0 x14 h12 yd3 ffb fsc fc0 sc0 ls0 ws25">5.3<span class="blank _19"> </span>The<span class="blank _1a"> </span>ego<span class="blank _3"> </span>centric<span class="blank _1a"> </span>netw<span class="blank _0"></span>orks<span class="blank _16"> </span>for<span class="blank _1a"> </span>no<span class="blank _3"> </span>des<span class="blank _16"> </span>9<span class="blank _1a"> </span>and<span class="blank _16"> </span>7.<span class="blank _1a"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank"> </span>.<span class="blank _1c"> </span>88</div><div class="t m0 x17 h12 yd4 ffb fsc fc0 sc0 ls0">ix</div></div><div class="pi" data-data="{"ctm":[1.000000,0.000000,0.000000,1.000000,-85.320000,-61.920000]}"></div></div>
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