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  | | Individual and Collective Graph Mining Principles, Algorithms, and Applications (Synthesis Lectures on Data Mining and Knowledge Discovery) by Danai Koutra, Christos Faloutsos, Jiawei Han, Lise Getoor, Wei Wang Paperback, 206 Pages, Published 2017 by Morgan & Claypool ISBN-13: 978-1-68173-039-4, ISBN: 1-68173-039-1 "Graphs naturally represent information ranging from links between web pages, to communication in email networks, to connections between neurons in our brains. These graphs often span billions of nodes and interactions between them. Within this deluge of interconnected data, how can we find the most important structures and summarize them? How can we efficiently visualize them? How can we detect anomalies that indicate critical events, s ..." |
 | | Individual and Collective Graph Mining Principles, Algorithms, and Applications (Synthesis Lectures on Data Mining and Knowledge Discovery) by Danai Koutra, Christos Faloutsos, Jiawei Han, Lise Getoor, Wei Wang Hardcover, 206 Pages, Published 2017 by Morgan & Claypool ISBN-13: 978-1-68173-247-3, ISBN: 1-68173-247-5 "Graphs naturally represent information ranging from links between web pages, to communication in email networks, to connections between neurons in our brains. These graphs often span billions of nodes and interactions between them. Within this deluge of interconnected data, how can we find the most important structures and summarize them? How can we efficiently visualize them? How can we detect anomalies that indicate critical events, s ..." |
 | | Link Mining Models, Algorithms, and Applications by Philip S. Yu, Christos Faloutsos, Jiawei Han Paperback, 586 Pages, Published 2014 by Springer ISBN-13: 978-1-4939-0147-0, ISBN: 1-4939-0147-8 "Wewouldliketoconveyourappreciationtoallauthorsfortheirvaluablec- tributions. WewouldalsoliketoacknowledgethatthisworkissupportedbyNSF throughgrantsIIS-0905215, IIS-0914934, andDBI-0960443. Chicago, Illinois PhilipS. Yu Urbana-Champaign, Illinois JiaweiHan Pittsburgh, Pennsylvania ChristosFaloutsos v Contents Part I Link-Based Clustering 1 Machine Learning Approaches to Link-Based Clustering. . . . . . . . . . . 3 Zhongfei(Mark)Zhang, Bo ..." |
 | | Link Mining Models, Algorithms, and Applications by Philip S. Yu, Jiawei Han, Christos Faloutsos Hardcover, 586 Pages, Published 2010 by Springer ISBN-13: 978-1-4419-6514-1, ISBN: 1-4419-6514-9 "With the recent ?ourishing research activities on Web search and mining, social networkanalysis,informationnetworkanalysis,informationretrieval,linkana- sis,andstructuraldatamining,researchonlinkmininghasbeenrapidlygrowing, forminganew?eldofdatamining. Traditionaldataminingfocuseson"?at"or"isolated"datainwhicheachdata objectisrepresentedasanindependentattributevector. However,manyr ..." |
 | | Sigmod Record Proceedings of the 1999 Acm Sigmod, Philadelphia, Vol. 28, No.2, June 1999 by Alex Delis, Christos Faloutsos, Shahram Ghandeharizadeh Paperback, Published 1999 by Assn For Computing Machinery ISBN-13: 978-1-58113-084-3, ISBN: 1-58113-084-8 |
 | | Synthesis Lectures on Data Mining and Knowledge Discovery Individual and Collective Graph Mining : Principles, Algorithms, and Applications by Danai Koutra, Christos Faloutsos 206 Pages, Published 2017 by Morgan & Claypool Publishers ISBN-13: 978-1-68173-040-0, ISBN: 1-68173-040-5 "DOI: 10.1137/1.9781611974973.47. 95 [2] C. Aggarwal and K. Subbian. Evolutionary network analysis: A survey. ... Journal of Machine Learning Research, 9:1981–2014, 2008. 22, 47 [5] L. Akoglu*, D. H. Chau*, U. Kang*, D. Koutra*, and C. Faloutsos. OPAvion: Mining and ... Reversible Markov chains and random walks on graphs, 2002. Unfinished monograph, recompiled 2014. http:// www.stat.berkeley.edu/$\sim$a ldous/RWG/book.html 99 [11] [1 ..." |
 | | Data Mining in Large Sets of Complex Data (SpringerBriefs in Computer Science) by Christos Faloutsos, Caetano Traina Júnior, Robson Lf Cordeiro Paperback, 116 Pages, Published 2013 by Springer ISBN-13: 978-1-4471-4889-0, ISBN: 1-4471-4889-4 "The amount and the complexity of the data gathered by current enterprises are increasing at an exponential rate. Consequently, the analysis of Big Data is nowadays a central challenge in Computer Science, especially for complex data. For example, given a satellite image database containing tens of Terabytes, how can we find regions aiming at identifying native rainforests, deforestation or reforestation? Can ..." |
 | | SpringerBriefs in Computer Science Ser. Data Mining in Large Sets of Complex Data by Christos Faloutsos, Caetano Traina Júnior 116 Pages, Published 2013 by Springer Science & Business Media ISBN-13: 978-1-4471-4890-6, ISBN: 1-4471-4890-8 "Robson Leonardo Ferreira Cordeiro, Christos Faloutsos, Caetano Traina Júnior. 63. 64. 65. 66. ... Traina Jr, C., Traina, A.J.M., Seeger, B., Faloutsos, C.: Slim-trees : high performance metric trees minimizing overlap between nodes. In: Zaniolo ..." |
 | | Synthesis Lectures on Data Mining and Knowledge Discovery Graph Mining : Laws, Tools, and Case Studies by Christos Faloutsos, Deepayan Chakrabarti 207 Pages, Published 2012 by Morgan & Claypool Publishers ISBN-13: 978-1-60845-116-6, ISBN: 1-60845-116-X "Jian Pei Jiawei Han Vipin Kumar Shashi Shekhar 1 24 13 6 Laks V.S. Lakshmanan Raymond T. Ng V.S. Subrahmanian Lise Getoor 12 7 1 1 2 George Karypis 12 10 1 Figure 18.7: Example from DBLP 43 Results Figure 18.7 shows the result of CEPS when the query nodes are Profs. Lisa Getoor,Jian Pei, and George Karypis. Notice that the most central person seems to be Prof. Jiawei Han : he was the advisor of Prof. Jian Pei, had a collaboration wi ..." |
 | | Graph Mining(1st Edition) Laws, Tools, and Case Studies (Synthesis Lectures on Data Mining and Knowledge Discovery) by Deepayan Chakrabarti, Christos Faloutsos Paperback, 208 Pages, Published 2012 by Morgan & Claypool Publishers ISBN-13: 978-1-60845-115-9, ISBN: 1-60845-115-1 "What does the Web look like? How can we find patterns, communities, outliers, in a social network? Which are the most central nodes in a network? These are the questions that motivate this work. Networks and graphs appear in many diverse settings, for example in social networks, computer-communication networks (intrusion detection, traffic management), protein-protein interaction networks in biology, document-text bipartite graphs in te ..." |
 | | Advances in Database Systems Ser. Searching Multimedia Databases by Content by Christos Faloutsos 155 Pages, Published 2012 by Springer Science & Business Media ISBN-13: 978-1-4613-1445-5, ISBN: 1-4613-1445-3 "Tenth Int. Conf. on Data Engineering (ICDE), pages 314– 325, February 1994. Rakesh Agrawal, Christos Faloutsos, and Arun Swami. Efficient similarity search in sequence databases. In Foundations of Data Organization and Algorithms ( FODO) Conference, Evanston, Illinois, October 1993. also available through anonymous ftp, from olympos.cs.umd.edu. ftp/pub/TechReports/fodops. Rakesh Agrawal, Sakti Ghosh, Tomasz Imielinski, Bala Iyer, an ..." |
 | | Searching Multimedia Databases by Content(Reprint) (Advances in Database Systems) by Christos Faloutsos Paperback, 172 Pages, Published 2011 by Springer ISBN-13: 978-1-4612-8629-5, ISBN: 1-4612-8629-8 "Searching Multimedia Databases by Content bridges the gap between the database and signal processing communities by providing the necessary background information for the reader and presenting it along with the intuition and mechanics of the best existing tools in each area. The first half of Searching Multimedia Databases by Content reviews the most successful database access methods, in increasing complexity, reaching up to sp ..." |
 | | Link Mining Models, Algorithms, and Applications by Jiawei Han, Christos Faloutsos, Philip S. Yu 586 Pages, Published 2010 by Springer Science & Business Media ISBN-13: 978-1-4419-6515-8, ISBN: 1-4419-6515-7 "Philip S. Yu, Jiawei Han, Christos Faloutsos. 9 Discriminative Frequent Pattern- Based Graph Classification. . . . . . . . 237 Hong Cheng, Xifeng Yan, and Jiawei Han Part III Link Analysis for Data Cleaning and Information Integration 10 Information Integration for Graph Databases . . . . . . . . . . . . . . . . . . . . . 265 Ee-Peng Lim, Aixin Sun, Anwitaman Datta, and Kuiyu Chang 11 Veracity Analysis and Object Distinction. . . . ..." |
 | | Link Mining Models, Algorithms, and Applications by Philip S. Yu, Christos Faloutsos, Jiawei Han Published 2010 ISBN-13: 978-1-282-97955-0, ISBN: 1-282-97955-8 |
 | | KDD-2003 proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, August 24-27, 2003, Washington, DC, USA by Ted Senator, Lise Getoor, Pedro Domingos, Christos Faloutsos Paperback, 762 Pages, Published 2003 by Assn For Computing Machinery ISBN-13: 978-1-58113-737-8, ISBN: 1-58113-737-0 "The problem is that such a sample may not adequately represent the entire data set due to random fluctuations in the sampling process. This difficulty is particularly apparent at. small sample sizes. In this paper we introduce a novel data-reduction method, called EASE (Epsilon Approximation: Sampling Enabled) , that is especially designed for categorical count data.' This algorithm 59 Efficient Data Reduction with EASE Herve Bronni ..." |
 | | The Morgan Kaufmann Series in Data Management Systems Ser. Advanced Database Systems by Stefano Ceri, Christos Faloutsos, V. S. Subrahmanian, Richard T. Snodgrass, Carlo Zaniolo Published 1997 ISBN-13: 978-0-08-049879-9, ISBN: 0-08-049879-5 |
 | | Advanced Database Systems(1st Edition) (The Morgan Kaufmann Series in Data Management Systems) by Carlo Zaniolo, V.S. Subrahmanian, Stefano Ceri, Christos Faloutsos, Richard T. Snodgrass, Roberto Zicari, Sheldon Dick Hardcover, 576 Pages, Published 1997 by Morgan Kaufmann ISBN-13: 978-1-55860-443-8, ISBN: 1-55860-443-X "The database field has experienced a rapid and incessant growth since the development of relational databases. The progress in database systems and applications has produced a diverse landscape of specialized technology areas that have often become the exclusive domain of research specialists. Examples include active databases, temporal databases, object-oriented databases, deductive databases, imprecise reasoning and queries, and multi ..." |
 | | Searching Multimedia Databases by Content (Advances in Database Systems) by Christos Faloutsos Hardcover, 155 Pages, Published 1996 by Springer ISBN-13: 978-0-7923-9777-9, ISBN: 0-7923-9777-0 "Searching Multimedia Databases by Content bridges the gap between the database and signal processing communities by providing the necessary background information for the reader and presenting it along with the intuition and mechanics of the best existing tools in each area. The first half of Searching Multimedia Databases by Content reviews the most successful database access methods, in increasing complexity, reaching up to sp ..." |
 | | Software Applications for Visualization Territory with Web3D-VRML and Graphic Libraries by Mohammed Golam Sarwer, Lai Man Po, Zhen Guo, Christos Faloutsos, Eric P. Xing, Bai-Ying Lei, Jian Feng, Kwok-Tung Lo, Eduardo Martinez Camara, Emilio Jimenez Macias, Felix Sanz Adan, Jacinto Santamaria, Julio Blanco Fernandez, Songhao Zhu, Yuncai Liu Published 2010 ISBN-13: 978-953-7619-87-9, ISBN: 953-7619-87-7 "In this chapter, we discuss a multimodal framework on image annotation and retrieval based on the max margin approach." |
 | | Graph Mining Laws, Tools, and Case Studies by Deepayan Chakrabarti, Christos Faloutsos 191 Pages, Published 2022 by Springer Nature ISBN-13: 978-3-031-01903-6, ISBN: 3-031-01903-2 |
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