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+% Generated by Paperpile. Check out http://paperpile.com for more information.


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+% BibTeX export options can be customized via Settings > BibTeX.


3

+


4

+@TECHREPORT{Saarinen2015vh,


5

+ title = "The {BLAKE2} cryptographic hash and message authentication code


6

+ ({MAC})",


7

+ author = "Saarinen, Markku Juhani and Aumasson, JeanPhilippe",


8

+ number = "RFC 7693",


9

+ year = 2015,


10

+ keywords = "compsci;Efficient Event Classification through Constrained


11

+ Subgraph Mining"


12

+}


13

+


14

+@TECHREPORT{Yan2002hg,


15

+ title = "gSpan: {GraphBased} Substructure Pattern Mining, Expanded


16

+ Version",


17

+ author = "Yan, Xifeng and Han, Jiawei",


18

+ number = "UIUCDCSR20022296",


19

+ institution = "UIUC Technical Report",


20

+ year = 2002,


21

+ keywords = "compsci;Efficient Event Classification through Constrained


22

+ Subgraph Mining"


23

+}


24

+


25

+@ARTICLE{Chang2011wa,


26

+ title = "{LIBSVM}: A Library for Support Vector Machines",


27

+ author = "Chang, ChihChung and Lin, ChihJen",


28

+ journal = "ACM Trans. Intell. Syst. Technol.",


29

+ publisher = "ACM",


30

+ volume = 2,


31

+ number = 3,


32

+ pages = "27:127:27",


33

+ month = may,


34

+ year = 2011,


35

+ address = "New York, NY, USA",


36

+ keywords = "Classification LIBSVM optimization regression support vector


37

+ machines SVM;compsci;Efficient Event Classification through


38

+ Constrained Subgraph Mining"


39

+}


40

+


41

+@MISC{noauthor_undatedio,


42

+ title = "1.4. Support Vector Machines  scikitlearn 0.19.1


43

+ documentation",


44

+ howpublished = "\url{http://scikitlearn.org/stable/modules/svm.html}",


45

+ note = "Accessed: 201824",


46

+ keywords = "compsci;Efficient Event Classification through Constrained


47

+ Subgraph Mining"


48

+}


49

+


50

+@ARTICLE{Pedregosa2011ld,


51

+ title = "Scikitlearn: Machine Learning in Python",


52

+ author = "Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre


53

+ and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and


54

+ Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and


55

+ Dubourg, Vincent and Vanderplas, Jake and Passos, Alexandre and


56

+ Cournapeau, David and Brucher, Matthieu and Perrot, Matthieu and


57

+ Duchesnay, {\'E}douard",


58

+ journal = "J. Mach. Learn. Res.",


59

+ volume = 12,


60

+ number = "Oct",


61

+ pages = "28252830",


62

+ year = 2011,


63

+ keywords = "compsci;Efficient Event Classification through Constrained


64

+ Subgraph Mining"


65

+}


66

+


67

+@INPROCEEDINGS{Han1999bj,


68

+ title = "Efficient mining of partial periodic patterns in time series


69

+ database",


70

+ booktitle = "Proceedings 15th International Conference on Data Engineering


71

+ (Cat. {No.99CB36337})",


72

+ author = "Han, Jiawei and Dong, Guozhu and Yin, Yiwen",


73

+ pages = "106115",


74

+ month = mar,


75

+ year = 1999,


76

+ keywords = "data mining;statistical databases;time series;data mining;hit


77

+ set property;partial periodicity search;periodicity


78

+ search;timeseries databases;Algorithm design and


79

+ analysis;Cities and towns;Computer science;Councils;Data


80

+ analysis;Data mining;Databases;Read only


81

+ memory;Sun;compsci;Efficient Event Classification through


82

+ Constrained Subgraph Mining"


83

+}


84

+


85

+@ARTICLE{Zaki2001jy,


86

+ title = "{SPADE}: An Efficient Algorithm for Mining Frequent Sequences",


87

+ author = "Zaki, Mohammed J",


88

+ journal = "Mach. Learn.",


89

+ publisher = "Kluwer Academic Publishers",


90

+ volume = 42,


91

+ number = "12",


92

+ pages = "3160",


93

+ month = jan,


94

+ year = 2001,


95

+ keywords = "compsci;Efficient Event Classification through Constrained


96

+ Subgraph Mining",


97

+ language = "en"


98

+}


99

+


100

+@ARTICLE{Han2004qs,


101

+ title = "From sequential pattern mining to structured pattern mining: A


102

+ patterngrowth approach",


103

+ author = "Han, JiaWei and Pei, Jian and Yan, XiFeng",


104

+ journal = "J. Comput. Sci. \& Technol.",


105

+ publisher = "Science Press",


106

+ volume = 19,


107

+ number = 3,


108

+ pages = "257279",


109

+ month = may,


110

+ year = 2004,


111

+ keywords = "compsci;Efficient Event Classification through Constrained


112

+ Subgraph Mining",


113

+ language = "en"


114

+}


115

+


116

+@ARTICLE{Pei2002ud,


117

+ title = "Constrained Frequent Pattern Mining: A Patterngrowth View",


118

+ author = "Pei, Jian and Han, Jiawei",


119

+ journal = "SIGKDD Explor. Newsl.",


120

+ publisher = "ACM",


121

+ volume = 4,


122

+ number = 1,


123

+ pages = "3139",


124

+ month = jun,


125

+ year = 2002,


126

+ address = "New York, NY, USA",


127

+ keywords = "compsci;Efficient Event Classification through Constrained


128

+ Subgraph Mining"


129

+}


130

+


131

+@ARTICLE{Han2000ut,


132

+ title = "Mining frequent patterns by patterngrowth: methodology and


133

+ implications",


134

+ author = "Han, Jiawei and Pei, Jian",


135

+ journal = "ACM SIGKDD Explorations Newsletter",


136

+ publisher = "ACM",


137

+ volume = 2,


138

+ number = 2,


139

+ pages = "1420",


140

+ month = dec,


141

+ year = 2000,


142

+ keywords = "associations; constraintbased mining; frequent patterns;


143

+ scalable data mining methods and algorithms; sequential


144

+ patterns;compsci;Efficient Event Classification through


145

+ Constrained Subgraph Mining"


146

+}


147

+


148

+@INPROCEEDINGS{Srikant1996dy,


149

+ title = "Mining Quantitative Association Rules in Large Relational Tables",


150

+ booktitle = "Proceedings of the 1996 {ACM} {SIGMOD} International Conference


151

+ on Management of Data",


152

+ author = "Srikant, Ramakrishnan and Agrawal, Rakesh",


153

+ publisher = "ACM",


154

+ pages = "112",


155

+ series = "SIGMOD '96",


156

+ year = 1996,


157

+ address = "New York, NY, USA",


158

+ keywords = "compsci;Efficient Event Classification through Constrained


159

+ Subgraph Mining"


160

+}


161

+


162

+@ARTICLE{Kossinets2006rw,


163

+ title = "Empirical analysis of an evolving social network",


164

+ author = "Kossinets, Gueorgi and Watts, Duncan J",


165

+ affiliation = "Department of Sociology and Institute for Social and Economic


166

+ Research and Policy, Columbia University, 420 West 118th


167

+ Street, MC 3355, New York, NY 10027, USA. gk297@columbia.edu",


168

+ journal = "Science",


169

+ publisher = "science.sciencemag.org",


170

+ volume = 311,


171

+ number = 5757,


172

+ pages = "8890",


173

+ month = jan,


174

+ year = 2006,


175

+ keywords = "socsci;Efficient Event Classification through Constrained


176

+ Subgraph Mining",


177

+ language = "en"


178

+}


179

+


180

+@ARTICLE{Cortes1995ix,


181

+ title = "Supportvector networks",


182

+ author = "Cortes, Corinna and Vapnik, Vladimir",


183

+ journal = "Mach. Learn.",


184

+ publisher = "Kluwer Academic Publishers",


185

+ volume = 20,


186

+ number = 3,


187

+ pages = "273297",


188

+ month = sep,


189

+ year = 1995,


190

+ keywords = "compsci;Efficient Event Classification through Constrained


191

+ Subgraph Mining",


192

+ language = "en"


193

+}


194

+


195

+@MISC{noauthor_undatedbv,


196

+ title = "Apache Hadoop  Open source software for reliable, scalable,


197

+ distributed computing",


198

+ howpublished = "\url{http://hadoop.apache.org/}",


199

+ note = "Accessed: 201822",


200

+ keywords = "misc;Efficient Event Classification through Constrained


201

+ Subgraph Mining"


202

+}


203

+


204

+@MISC{noauthor_undatedzu,


205

+ title = "Elasticsearch  Open Source Search \& Analytics",


206

+ howpublished = "\url{https://www.elastic.co/}",


207

+ note = "Accessed: 201822",


208

+ keywords = "misc;Efficient Event Classification through Constrained


209

+ Subgraph Mining"


210

+}


211

+


212

+@MISC{noauthor_undatedvl,


213

+ title = "Grafana  The open platform for analytics and monitoring",


214

+ booktitle = "Grafana Labs",


215

+ howpublished = "\url{https://grafana.com/}",


216

+ note = "Accessed: 201822",


217

+ keywords = "misc;Efficient Event Classification through Constrained


218

+ Subgraph Mining"


219

+}


220

+


221

+@MISC{noauthor_undatedxi,


222

+ title = "Graylog  Open Source Log Management",


223

+ howpublished = "\url{https://www.graylog.org/}",


224

+ note = "Accessed: 201822",


225

+ keywords = "misc;Efficient Event Classification through Constrained


226

+ Subgraph Mining"


227

+}


228

+


229

+@ARTICLE{Travers1967cn,


230

+ title = "The small world problem",


231

+ author = "Travers, Jeffrey and Milgram, Stanley",


232

+ journal = "Phychology Today",


233

+ publisher = "JSTOR",


234

+ volume = 1,


235

+ number = 1,


236

+ pages = "6167",


237

+ year = 1967,


238

+ keywords = "socsci;Efficient Event Classification through Constrained


239

+ Subgraph Mining"


240

+}


241

+


242

+@BOOK{Newman2010ac,


243

+ title = "Networks: An Introduction",


244

+ author = "Newman, Mark",


245

+ publisher = "Oxford University Press",


246

+ month = mar,


247

+ year = 2010,


248

+ keywords = "compsci;Efficient Event Classification through Constrained


249

+ Subgraph Mining",


250

+ language = "en"


251

+}


252

+


253

+@INPROCEEDINGS{Cook1971fj,


254

+ title = "The complexity of theoremproving procedures",


255

+ booktitle = "Proceedings of the third annual {ACM} symposium on Theory of


256

+ computing",


257

+ author = "Cook, Stephen A",


258

+ publisher = "ACM",


259

+ pages = "151158",


260

+ month = may,


261

+ year = 1971,


262

+ keywords = "compsci;Efficient Event Classification through Constrained


263

+ Subgraph Mining"


264

+}


265

+


266

+@MISC{Rahtz_undatedbv,


267

+ title = "{TeX} Live  {TeX} Users Group",


268

+ author = "Rahtz, Sebastian and Kakuto, Akira and Berry, Karl and


269

+ Scarso, Luigi and Miklavec, Mojka and Preining, Norbert and


270

+ Kotucha, Reinhard and Kroonenberg, Siep and Wawrykiewicz,


271

+ Staszek",


272

+ howpublished = "\url{https://www.tug.org/texlive/}",


273

+ note = "Accessed: 201822",


274

+ keywords = "misc;Efficient Event Classification through Constrained


275

+ Subgraph Mining"


276

+}


277

+


278

+@MISC{Van_der_Zander_undatedkf,


279

+ title = "{TeXstudio}",


280

+ author = "van der Zander, Benito",


281

+ howpublished = "\url{http://www.texstudio.org/}",


282

+ note = "Accessed: 201822",


283

+ keywords = "misc;Efficient Event Classification through Constrained


284

+ Subgraph Mining"


285

+}


286

+


287

+@ARTICLE{Shannon2003gg,


288

+ title = "Cytoscape: a software environment for integrated models of


289

+ biomolecular interaction networks",


290

+ author = "Shannon, Paul and Markiel, Andrew and Ozier, Owen and Baliga,


291

+ Nitin S and Wang, Jonathan T and Ramage, Daniel and Amin, Nada


292

+ and Schwikowski, Benno and Ideker, Trey",


293

+ affiliation = "Institute for Systems Biology, Seattle, Washington 98103, USA.",


294

+ journal = "Genome Res.",


295

+ volume = 13,


296

+ number = 11,


297

+ pages = "24982504",


298

+ month = nov,


299

+ year = 2003,


300

+ keywords = "misc;Efficient Event Classification through Constrained


301

+ Subgraph Mining",


302

+ language = "en"


303

+}


304

+


305

+@ARTICLE{Garey1976po,


306

+ title = "Some simplified {NPcomplete} graph problems",


307

+ author = "Garey, M R and Johnson, D S and Stockmeyer, L",


308

+ journal = "Theor. Comput. Sci.",


309

+ volume = 1,


310

+ number = 3,


311

+ pages = "237267",


312

+ month = feb,


313

+ year = 1976,


314

+ keywords = "maths;Efficient Event Classification through Constrained Subgraph


315

+ Mining"


316

+}


317

+


318

+@TECHREPORT{Fortin1996la,


319

+ title = "The graph isomorphism problem",


320

+ author = "Fortin, Scott",


321

+ number = "9620",


322

+ institution = "University of Alberta",


323

+ year = 1996,


324

+ keywords = "maths;Efficient Event Classification through Constrained


325

+ Subgraph Mining"


326

+}


327

+


328

+@ARTICLE{Dragoni2016fh,


329

+ title = "Microservices: yesterday, today, and tomorrow",


330

+ author = "Dragoni, Nicola and Giallorenzo, Saverio and Lafuente,


331

+ Alberto Lluch and Mazzara, Manuel and Montesi, Fabrizio and


332

+ Mustafin, Ruslan and Safina, Larisa",


333

+ month = jun,


334

+ year = 2016,


335

+ keywords = "compsci;Efficient Event Classification through Constrained


336

+ Subgraph Mining",


337

+ archivePrefix = "arXiv",


338

+ primaryClass = "cs.SE",


339

+ eprint = "1606.04036"


340

+}


341

+


342

+@ARTICLE{Peters1993fw,


343

+ title = "The history and development of transaction log analysis",


344

+ author = "Peters, Thomas A",


345

+ journal = "Library Hi Tech",


346

+ volume = 11,


347

+ number = 2,


348

+ pages = "4166",


349

+ year = 1993,


350

+ keywords = "compsci;Efficient Event Classification through Constrained


351

+ Subgraph Mining"


352

+}


353

+


354

+@ARTICLE{Agrawal1993nc,


355

+ title = "Mining Association Rules Between Sets of Items in Large


356

+ Databases",


357

+ author = "Agrawal, Rakesh and Imieli{\'n}ski, Tomasz and Swami, Arun",


358

+ journal = "SIGMOD Rec.",


359

+ publisher = "ACM",


360

+ volume = 22,


361

+ number = 2,


362

+ pages = "207216",


363

+ month = jun,


364

+ year = 1993,


365

+ address = "New York, NY, USA",


366

+ keywords = "compsci;Efficient Event Classification through Constrained


367

+ Subgraph Mining"


368

+}


369

+


370

+@INPROCEEDINGS{Agrawal1994ca,


371

+ title = "Fast algorithms for mining association rules",


372

+ booktitle = "Proc. 20th int. conf. very large data bases, {VLDB}",


373

+ author = "Agrawal, Rakesh and Srikant, Ramakrishnan and {Others}",


374

+ volume = 1215,


375

+ pages = "487499",


376

+ year = 1994,


377

+ keywords = "compsci;Efficient Event Classification through Constrained


378

+ Subgraph Mining"


379

+}


380

+


381

+@INPROCEEDINGS{Pei2000rz,


382

+ title = "Mining Access Patterns Efficiently from Web Logs",


383

+ booktitle = "Knowledge Discovery and Data Mining. Current Issues and New


384

+ Applications",


385

+ author = "Pei, Jian and Han, Jiawei and Mortazaviasl, Behzad and Zhu,


386

+ Hua",


387

+ publisher = "Springer, Berlin, Heidelberg",


388

+ pages = "396407",


389

+ month = apr,


390

+ year = 2000,


391

+ keywords = "compsci;Efficient Event Classification through Constrained


392

+ Subgraph Mining",


393

+ language = "en",


394

+ conference = "PacificAsia Conference on Knowledge Discovery and Data Mining"


395

+}


396

+


397

+@ARTICLE{Jung2017zs,


398

+ title = "When is Network Lasso Accurate?",


399

+ author = "Jung, Alexander",


400

+ month = apr,


401

+ year = 2017,


402

+ keywords = "stats;Efficient Event Classification through Constrained


403

+ Subgraph Mining",


404

+ archivePrefix = "arXiv",


405

+ primaryClass = "stat.ML",


406

+ eprint = "1704.02107"


407

+}


408

+


409

+@ARTICLE{Haghiri2017mk,


410

+ title = "Comparison Based Nearest Neighbor Search",


411

+ author = "Haghiri, Siavash and Ghoshdastidar, Debarghya and von


412

+ Luxburg, Ulrike",


413

+ month = apr,


414

+ year = 2017,


415

+ keywords = "stats;Efficient Event Classification through Constrained


416

+ Subgraph Mining",


417

+ archivePrefix = "arXiv",


418

+ primaryClass = "stat.ML",


419

+ eprint = "1704.01460"


420

+}


421

+


422

+@ARTICLE{Lei2017ip,


423

+ title = "{CrossValidation} with Confidence",


424

+ author = "Lei, Jing",


425

+ month = mar,


426

+ year = 2017,


427

+ keywords = "stats;Efficient Event Classification through Constrained


428

+ Subgraph Mining",


429

+ archivePrefix = "arXiv",


430

+ primaryClass = "stat.ME",


431

+ eprint = "1703.07904"


432

+}


433

+


434

+@INPROCEEDINGS{Ringsquandl2016en,


435

+ title = "Knowledge Graph Constraints for Multilabel Graph


436

+ Classification",


437

+ booktitle = "2016 {IEEE} 16th International Conference on Data Mining


438

+ Workshops ({ICDMW})",


439

+ author = "Ringsquandl, Martin and Lamparter, Steffen and Thon, Ingo


440

+ and Lepratti, Raffaello and Kroger, Peer",


441

+ publisher = "IEEE",


442

+ pages = "121127",


443

+ year = 2016,


444

+ keywords = "compsci;Efficient Event Classification through Constrained


445

+ Subgraph Mining",


446

+ conference = "2016 IEEE 16th International Conference on Data Mining


447

+ Workshops (ICDMW)"


448

+}


449

+


450

+@ARTICLE{De_Graaf2007hh,


451

+ title = "Clustering with Lattices in the Analysis of Graph Patterns",


452

+ author = "de Graaf, Edgar H and Kok, Joost N and Kosters, Walter A",


453

+ month = may,


454

+ year = 2007,


455

+ keywords = "compsci;Efficient Event Classification through Constrained


456

+ Subgraph Mining",


457

+ archivePrefix = "arXiv",


458

+ primaryClass = "cs.AI",


459

+ eprint = "0705.0593"


460

+}


461

+


462

+@ARTICLE{Hallac2015uk,


463

+ title = "Network Lasso: Clustering and Optimization in Large Graphs",


464

+ author = "Hallac, David and Leskovec, Jure and Boyd, Stephen",


465

+ affiliation = "Stanford University. Stanford University. Stanford University.",


466

+ journal = "KDD",


467

+ volume = 2015,


468

+ pages = "387396",


469

+ month = aug,


470

+ year = 2015,


471

+ keywords = "ADMM; Convex Optimization; Network Lasso;compsci;Efficient


472

+ Event Classification through Constrained Subgraph Mining",


473

+ language = "en"


474

+}


475

+


476

+@ARTICLE{Wei2017ak,


477

+ title = "A Joint Framework for Argumentative Text Analysis


478

+ Incorporating Domain Knowledge",


479

+ author = "Wei, Zhongyu and Li, Chen and Liu, Yang",


480

+ month = jan,


481

+ year = 2017,


482

+ keywords = "compsci;Efficient Event Classification through Constrained


483

+ Subgraph Mining",


484

+ archivePrefix = "arXiv",


485

+ primaryClass = "cs.CL",


486

+ eprint = "1701.05343"


487

+}


488

+


489

+@ARTICLE{Bayer2017af,


490

+ title = "Graph Based Relational Features for Collective


491

+ Classification",


492

+ author = "Bayer, Immanuel and Nagel, Uwe and Rendle, Steffen",


493

+ month = feb,


494

+ year = 2017,


495

+ keywords = "compsci;Efficient Event Classification through Constrained


496

+ Subgraph Mining",


497

+ archivePrefix = "arXiv",


498

+ primaryClass = "cs.IR",


499

+ eprint = "1702.02817"


500

+}


501

+


502

+@ARTICLE{Dhiman2016wo,


503

+ title = "Optimizing Frequent Subgraph Mining for Single Large Graph",


504

+ author = "Dhiman, Aarzoo and Jain, S K",


505

+ journal = "Procedia Comput. Sci.",


506

+ volume = 89,


507

+ pages = "378385",


508

+ year = 2016,


509

+ keywords = "Frequent Subgraph Mining; Graph; Optimization; Single Graph;


510

+ Subgraph Isomorphism;compsci;Efficient Event Classification


511

+ through Constrained Subgraph Mining"


512

+}


513

+


514

+@INPROCEEDINGS{Dhiman2016jq,


515

+ title = "Frequent subgraph mining algorithms for single large


516

+ graphs  A brief survey",


517

+ booktitle = "2016 International Conference on Advances in Computing,


518

+ Communication, \& Automation ({ICACCA}) (Spring)",


519

+ author = "Dhiman, Aarzoo and Jain, S K",


520

+ publisher = "IEEE",


521

+ pages = "16",


522

+ month = apr,


523

+ year = 2016,


524

+ keywords = "compsci;Efficient Event Classification through Constrained


525

+ Subgraph Mining",


526

+ conference = "2016 International Conference on Advances in Computing,


527

+ Communication, \& Automation (ICACCA) (Spring)"


528

+}


529

+


530

+@INPROCEEDINGS{Zou2010ze,


531

+ title = "Frequent subgraph mining on a single large graph using sampling


532

+ techniques",


533

+ booktitle = "Proceedings of the Eighth Workshop on Mining and Learning with


534

+ Graphs",


535

+ author = "Zou, Ruoyu and Holder, Lawrence B",


536

+ publisher = "ACM",


537

+ pages = "171178",


538

+ month = jul,


539

+ year = 2010,


540

+ keywords = "graph mining; large graph; sampling;compsci;Efficient Event


541

+ Classification through Constrained Subgraph Mining"


542

+}


543

+


544

+@INCOLLECTION{Moussaoui2016ng,


545

+ title = "{POSGRAMI}: Possibilistic Frequent Subgraph Mining in a Single


546

+ Large Graph",


547

+ booktitle = "Information Processing and Management of Uncertainty in


548

+ {KnowledgeBased} Systems",


549

+ author = "Moussaoui, Mohamed and Zaghdoud, Montaceur and Akaichi, Jalel",


550

+ editor = "Carvalho, Joao Paulo and Lesot, MarieJeanne and Kaymak, Uzay


551

+ and Vieira, Susana and BouchonMeunier, Bernadette and Yager,


552

+ Ronald R",


553

+ publisher = "Springer International Publishing",


554

+ volume = 610,


555

+ pages = "549561",


556

+ series = "Communications in Computer and Information Science",


557

+ year = 2016,


558

+ address = "Cham",


559

+ keywords = "compsci;Efficient Event Classification through Constrained


560

+ Subgraph Mining"


561

+}


562

+


563

+@INPROCEEDINGS{Elseidy2014fz,


564

+ title = "{GRAMI}: Frequent Subgraph and Pattern Mining in a Single Large


565

+ Graph",


566

+ booktitle = "Proceedings of the {VLDB} Endowment",


567

+ author = "Elseidy, Mohammed and Abdelhamid, Ehab and Skiadopoulos, Spiros


568

+ and Kalnis, Panos",


569

+ month = mar,


570

+ year = 2014,


571

+ keywords = "compsci;Efficient Event Classification through Constrained


572

+ Subgraph Mining"


573

+}


574

+


575

+@INPROCEEDINGS{Yan2003dl,


576

+ title = "{CloseGraph}: Mining Closed Frequent Graph Patterns",


577

+ booktitle = "Proceedings of the ninth {ACM} {SIGKDD} international


578

+ conference on Knowledge discovery and data mining",


579

+ author = "Yan, Xifeng and Han, Jiawei",


580

+ year = 2003,


581

+ keywords = "compsci;Efficient Event Classification through Constrained


582

+ Subgraph Mining",


583

+ conference = "KDD '03"


584

+}


585

+


586

+@INPROCEEDINGS{Han2007qx,


587

+ title = "Frequent pattern mining: current status and future directions",


588

+ booktitle = "Proceedings of the fifteenth {ACM} {SIGKDD} international


589

+ conference on Knowledge discovery and data mining",


590

+ author = "Han, Jiawei and Cheng, Hong and Xin, Dong and Yan, Xifeng",


591

+ publisher = "Kluwer Academic PublishersPlenum Publishers",


592

+ volume = 15,


593

+ pages = "5586",


594

+ month = aug,


595

+ year = 2007,


596

+ keywords = "compsci;Efficient Event Classification through Constrained


597

+ Subgraph Mining",


598

+ language = "en"


599

+}


600

+


601

+@INPROCEEDINGS{Yan2002sj,


602

+ title = "gSpan: graphbased substructure pattern mining",


603

+ booktitle = "2002 {IEEE} International Conference on Data Mining, 2002.


604

+ Proceedings.",


605

+ author = "Yan, Xifeng and Han, Jiawei",


606

+ publisher = "IEEE Comput. Soc",


607

+ pages = "721724",


608

+ year = 2002,


609

+ keywords = "data mining;tree searching;algorithm;canonical


610

+ label;depthfirst search strategy;frequent connected subgraph


611

+ mining;frequent graphbased pattern mining;frequent


612

+ substructure discovery;gSpan;graph datasets;graphbased


613

+ substructure pattern mining;lexicographic order;performance


614

+ study;unique minimum DFS code;Chemical compounds;Computer


615

+ science;Costs;Data mining;Data


616

+ structures;Graphics;Itemsets;Kernel;Testing;Tree


617

+ graphs;compsci;Efficient Event Classification through


618

+ Constrained Subgraph Mining",


619

+ conference = "2002 IEEE International Conference on Data Mining. ICDM 2002"


620

+}


621

+


622

+@BOOK{Ojeda2014lq,


623

+ title = "Practical Data Science Cookbook",


624

+ author = "Ojeda, Tony and Murphy, Sean Patrick and Bengfort, Benjamin and


625

+ Dasgupta, Abhijit",


626

+ publisher = "Packt Publishing Ltd",


627

+ month = sep,


628

+ year = 2014,


629

+ keywords = "stats;Efficient Event Classification through Constrained


630

+ Subgraph Mining",


631

+ language = "en"


632

+}


633

+


634

+@BOOK{Cuesta2013ha,


635

+ title = "Practical Data Analysis",


636

+ author = "Cuesta, Hector",


637

+ publisher = "Packt Publishing",


638

+ year = 2013,


639

+ keywords = "stats;Efficient Event Classification through Constrained


640

+ Subgraph Mining"


641

+}


642

+


643

+@BOOK{Coelho2015wo,


644

+ title = "Building Machine Learning Systems with Python  Second Edition",


645

+ author = "Coelho, Luis Pedro and Richert, Willi",


646

+ publisher = "Packt Publishing Ltd",


647

+ month = mar,


648

+ year = 2015,


649

+ keywords = "compsci;Efficient Event Classification through Constrained


650

+ Subgraph Mining",


651

+ language = "en"


652

+}


653

+


654

+@INPROCEEDINGS{Crouch2013qe,


655

+ title = "Dynamic Graphs in the {SlidingWindow} Model?",


656

+ booktitle = "Algorithms  {ESA} 2013 Proceedings",


657

+ author = "Crouch, Michael S and Mc Gregor, Andrew and Stubbs, Daniel",


658

+ year = 2013,


659

+ keywords = "compsci;Efficient Event Classification through Constrained


660

+ Subgraph Mining",


661

+ conference = "Algorithms  ESA 2013"


662

+}


663

+


664

+@INPROCEEDINGS{Kyrola2012wx,


665

+ title = "{GraphChi}: {LargeScale} Graph Computation on Just a {PC}",


666

+ booktitle = "{OSDI}",


667

+ author = "Kyrola, Aapo and Blelloch, Guy E and Guestrin, Carlos and


668

+ {Others}",


669

+ volume = 12,


670

+ pages = "3146",


671

+ year = 2012,


672

+ keywords = "compsci;Efficient Event Classification through Constrained


673

+ Subgraph Mining"


674

+}


675

+


676

+@ARTICLE{Grone1994qc,


677

+ title = "The Laplacian spectrum of a graph {II}",


678

+ author = "Grone, Robert and Merris, Russell",


679

+ journal = "SIAM J. Discrete Math.",


680

+ publisher = "SIAM",


681

+ volume = 7,


682

+ number = 2,


683

+ pages = "221229",


684

+ year = 1994,


685

+ keywords = "maths;Efficient Event Classification through Constrained


686

+ Subgraph Mining"


687

+}


688

+


689

+@ARTICLE{Grone1990fa,


690

+ title = "The Laplacian Spectrum of a Graph",


691

+ author = "Grone, Robert and Merris, Russell and Sunder, V S",


692

+ journal = "SIAM J. Matrix Anal. Appl.",


693

+ publisher = "SIAM",


694

+ volume = 11,


695

+ number = 2,


696

+ pages = "218238",


697

+ year = 1990,


698

+ keywords = "maths;Efficient Event Classification through Constrained


699

+ Subgraph Mining"


700

+}


701

+


702

+@ARTICLE{Mohar1991lx,


703

+ title = "The Laplacian spectrum of graphs",


704

+ author = "Mohar, Bojan and Alavi, Y and Chartrand, G and Oellermann, O R",


705

+ journal = "Graph theory, combinatorics, and applications",


706

+ publisher = "academia.edu",


707

+ volume = 2,


708

+ number = "871898",


709

+ pages = "12",


710

+ year = 1991,


711

+ keywords = "maths;Efficient Event Classification through Constrained


712

+ Subgraph Mining"


713

+}


714

+


715

+@BOOK{Han2006on,


716

+ title = "Data Mining: Concepts and Techniques",


717

+ author = "Han, Jiawei and Kamber, Micheline",


718

+ publisher = "Morgan Kaufinann",


719

+ edition = 2,


720

+ year = 2006,


721

+ keywords = "compsci;Efficient Event Classification through Constrained


722

+ Subgraph Mining"


723

+}


724

+


725

+@ARTICLE{Yan2005nz,


726

+ title = "Mining closed relational graphs with connectivity constraints",


727

+ author = "Yan, X and Zhou, X and Han, J",


728

+ journal = "Proceedings of the eleventh ACM SIGKDD",


729

+ publisher = "dl.acm.org",


730

+ year = 2005,


731

+ keywords = "compsci;Efficient Event Classification through Constrained


732

+ Subgraph Mining"


733

+}


734

+


735

+@INPROCEEDINGS{Kong2013ug,


736

+ title = "Multilabel Classification by Mining Label and Instance


737

+ Correlations from Heterogeneous Information Networks",


738

+ booktitle = "Proceedings of the 19th {ACM} {SIGKDD} International Conference


739

+ on Knowledge Discovery and Data Mining",


740

+ author = "Kong, Xiangnan and Cao, Bokai and Yu, Philip S",


741

+ publisher = "ACM",


742

+ pages = "614622",


743

+ series = "KDD '13",


744

+ year = 2013,


745

+ address = "New York, NY, USA",


746

+ keywords = "data mining, heterogeneous information network, label


747

+ correlation, multilabel classification;compsci;Efficient Event


748

+ Classification through Constrained Subgraph Mining"


749

+}


750

+


751

+@INPROCEEDINGS{Kong2012fj,


752

+ title = "Meta Pathbased Collective Classification in Heterogeneous


753

+ Information Networks",


754

+ booktitle = "Proceedings of the 21st {ACM} International Conference on


755

+ Information and Knowledge Management",


756

+ author = "Kong, Xiangnan and Yu, Philip S and Ding, Ying and Wild, David J",


757

+ publisher = "ACM",


758

+ pages = "15671571",


759

+ series = "CIKM '12",


760

+ year = 2012,


761

+ address = "New York, NY, USA",


762

+ keywords = "heterogeneous information networks, meta path;compsci;Efficient


763

+ Event Classification through Constrained Subgraph Mining"


764

+}


765

+


766

+@BOOK{Han2011ms,


767

+ title = "Data Mining: Concepts and Techniques",


768

+ author = "Han, Jiawei and Pei, Jian and Kamber, Micheline",


769

+ publisher = "Elsevier",


770

+ edition = 3,


771

+ month = jun,


772

+ year = 2011,


773

+ keywords = "compsci;Efficient Event Classification through Constrained


774

+ Subgraph Mining",


775

+ language = "en"


776

+}


777

+


778

+@INPROCEEDINGS{Deville2016pp,


779

+ title = "{GriMa}: A Grid Mining Algorithm for {BagofGridBased}


780

+ Classification",


781

+ booktitle = "Structural, Syntactic, and Statistical Pattern Recognition",


782

+ author = "Deville, Romain and Fromont, Elisa and Jeudy, Baptiste and


783

+ Solnon, Christine",


784

+ editor = "RoblesKelly, Antonio and Loog, Marco and Biggio, Battista and


785

+ Escolano, Francisco and Wilson, Richard",


786

+ publisher = "Springer International Publishing",


787

+ pages = "132142",


788

+ series = "Lecture Notes in Computer Science",


789

+ month = nov,


790

+ year = 2016,


791

+ keywords = "compsci;Efficient Event Classification through Constrained


792

+ Subgraph Mining",


793

+ language = "en",


794

+ conference = "Joint IAPR International Workshops on Statistical Techniques in


795

+ Pattern Recognition (SPR) and Structural and Syntactic Pattern


796

+ Recognition (SSPR)"


797

+}


798

+


799

+@ARTICLE{Bianchi2015wu,


800

+ title = "Granular Computing Techniques for Classification and Semantic


801

+ Characterization of Structured Data",


802

+ author = "Bianchi, Filippo Maria and Scardapane, Simone and Rizzi,


803

+ Antonello and Uncini, Aurelio and Sadeghian, Alireza",


804

+ journal = "Cognit. Comput.",


805

+ publisher = "Springer US",


806

+ volume = 8,


807

+ number = 3,


808

+ pages = "442461",


809

+ month = dec,


810

+ year = 2015,


811

+ keywords = "compsci;Efficient Event Classification through Constrained


812

+ Subgraph Mining",


813

+ language = "en"


814

+}


815

+


816

+@ARTICLE{Hu2016uv,


817

+ title = "An aerial image recognition framework using discrimination and


818

+ redundancy quality measure",


819

+ author = "Hu, Yuxing and Nie, Liqiang",


820

+ journal = "J. Vis. Commun. Image Represent.",


821

+ publisher = "Elsevier",


822

+ volume = 37,


823

+ pages = "5362",


824

+ year = 2016,


825

+ keywords = "Aerial image; Categorization; Discriminative; Subgraph; Data


826

+ mining; Image recognition; Framework; Quality


827

+ measure;compsci;Efficient Event Classification through


828

+ Constrained Subgraph Mining"


829

+}


830

+


831

+@INPROCEEDINGS{Arora2010bc,


832

+ title = "Sentiment Classification Using Automatically Extracted Subgraph


833

+ Features",


834

+ booktitle = "Proceedings of the {NAACL} {HLT} 2010 Workshop on Computational


835

+ Approaches to Analysis and Generation of Emotion in Text",


836

+ author = "Arora, Shilpa and Mayfield, Elijah and PensteinRos{\'e},


837

+ Carolyn and Nyberg, Eric",


838

+ publisher = "Association for Computational Linguistics",


839

+ pages = "131139",


840

+ series = "CAAGET '10",


841

+ year = 2010,


842

+ address = "Stroudsburg, PA, USA",


843

+ keywords = "compsci;Efficient Event Classification through Constrained


844

+ Subgraph Mining"


845

+}


846

+


847

+@ARTICLE{Conte2004ki,


848

+ title = "{THIRTY} {YEARS} {OF} {GRAPH} {MATCHING} {IN} {PATTERN}


849

+ {RECOGNITION}",


850

+ author = "Conte, D and Foggia, P and Sansone, C and Vento, M",


851

+ journal = "Int. J. Pattern Recognit Artif Intell.",


852

+ publisher = "World Scientific",


853

+ volume = 18,


854

+ number = 03,


855

+ pages = "265298",


856

+ year = 2004,


857

+ keywords = "compsci;Efficient Event Classification through Constrained


858

+ Subgraph Mining"


859

+}


860

+


861

+@INPROCEEDINGS{Nguyen2009ts,


862

+ title = "Graphbased Mining of Multiple Object Usage Patterns",


863

+ booktitle = "Proceedings of the the 7th Joint Meeting of the European


864

+ Software Engineering Conference and the {ACM} {SIGSOFT}


865

+ Symposium on The Foundations of Software Engineering",


866

+ author = "Nguyen, Tung Thanh and Nguyen, Hoan Anh and Pham, Nam H and


867

+ AlKofahi, Jafar M and Nguyen, Tien N",


868

+ publisher = "ACM",


869

+ pages = "383392",


870

+ series = "ESEC/FSE '09",


871

+ year = 2009,


872

+ address = "New York, NY, USA",


873

+ keywords = "anomaly, api usage, clone, graph mining, groum, object usage,


874

+ pattern;compsci;Efficient Event Classification through


875

+ Constrained Subgraph Mining"


876

+}


877

+


878

+@ARTICLE{Washio2003fc,


879

+ title = "State of the Art of Graphbased Data Mining",


880

+ author = "Washio, Takashi and Motoda, Hiroshi",


881

+ journal = "SIGKDD Explor. Newsl.",


882

+ publisher = "ACM",


883

+ volume = 5,


884

+ number = 1,


885

+ pages = "5968",


886

+ month = jul,


887

+ year = 2003,


888

+ address = "New York, NY, USA",


889

+ keywords = "data mining, graph, graphbased data mining, path, structured


890

+ data, tree;compsci;Efficient Event Classification through


891

+ Constrained Subgraph Mining"


892

+}


893

+


894

+@INPROCEEDINGS{Cheng2009td,


895

+ title = "Identifying Bug Signatures Using Discriminative Graph Mining",


896

+ booktitle = "Proceedings of the Eighteenth International Symposium on


897

+ Software Testing and Analysis",


898

+ author = "Cheng, Hong and Lo, David and Zhou, Yang and Wang, Xiaoyin and


899

+ Yan, Xifeng",


900

+ publisher = "ACM",


901

+ pages = "141152",


902

+ series = "ISSTA '09",


903

+ year = 2009,


904

+ address = "New York, NY, USA",


905

+ keywords = "bug signature, discriminative subgraph mining;compsci;Efficient


906

+ Event Classification through Constrained Subgraph Mining"


907

+}


908

+


909

+@INPROCEEDINGS{Zhang2009wg,


910

+ title = "{GADDI}: Distance Index Based Subgraph Matching in Biological


911

+ Networks",


912

+ booktitle = "Proceedings of the 12th International Conference on Extending


913

+ Database Technology: Advances in Database Technology",


914

+ author = "Zhang, Shijie and Li, Shirong and Yang, Jiong",


915

+ publisher = "ACM",


916

+ pages = "192203",


917

+ series = "EDBT '09",


918

+ year = 2009,


919

+ address = "New York, NY, USA",


920

+ keywords = "compsci;Efficient Event Classification through Constrained


921

+ Subgraph Mining"


922

+}


923

+


924

+@INPROCEEDINGS{Jin2011vz,


925

+ title = "{LTS}: Discriminative subgraph mining by learning from search


926

+ history",


927

+ booktitle = "2011 {IEEE} 27th International Conference on Data Engineering",


928

+ author = "Jin, N and Wang, W",


929

+ publisher = "ieeexplore.ieee.org",


930

+ pages = "207218",


931

+ month = apr,


932

+ year = 2011,


933

+ keywords = "data mining;graph theory;greedy algorithms;learning (artificial


934

+ intelligence);pattern classification;branch and bound


935

+ algorithm;discriminative subgraph mining method;graph


936

+ classifier;graph indices;greedy algorithm;learning to


937

+ search;Accuracy;Algorithm design and analysis;Chemical


938

+ compounds;Classification algorithms;Frequency


939

+ estimation;History;Kernel;compsci;Efficient Event Classification


940

+ through Constrained Subgraph Mining"


941

+}
