000			04769nam a22005055i 4500
001			978-1-4419-6515-8
003			DE-He213
005			20140220084510.0
007			cr nn 008mamaa
008			100917s2010 xxu| s |||| 0|eng d
020			_a9781441965158 _9978-1-4419-6515-8
024	7		_a10.1007/978-1-4419-6515-8 _2doi
050		4	_aQH324.2-324.25
072		7	_aPSD _2bicssc
072		7	_aUB _2bicssc
072		7	_aSCI056000 _2bisacsh
082	0	4	_a570.285 _223
100	1		_aYu, Philip S. _eeditor.
245	1	0	_aLink Mining: Models, Algorithms, and Applications _h[electronic resource] / _cedited by Philip S. Yu, Jiawei Han, Christos Faloutsos.
264		1	_aNew York, NY : _bSpringer New York : _bImprint: Springer, _c2010.
300			_aX, 430p. 181 illus. _bonline resource.
336			_atext _btxt _2rdacontent
337			_acomputer _bc _2rdamedia
338			_aonline resource _bcr _2rdacarrier
347			_atext file _bPDF _2rda
505	0		_aLink-Based Clustering -- Machine Learning Approaches to Link-Based Clustering -- Scalable Link-Based Similarity Computation and Clustering -- Community Evolution and Change Point Detection in Time-Evolving Graphs -- Graph Mining and Community Analysis -- A Survey of Link Mining Tasks for Analyzing Noisy and Incomplete Networks -- Markov Logic: A Language and Algorithms for Link Mining -- Understanding Group Structures and Properties in Social Media -- Time Sensitive Ranking with Application to Publication Search -- Proximity Tracking on Dynamic Bipartite Graphs: Problem Definitions and Fast Solutions -- Discriminative Frequent Pattern-Based Graph Classification -- Link Analysis for Data Cleaning and Information Integration -- Information Integration for Graph Databases -- Veracity Analysis and Object Distinction -- Social Network Analysis -- Dynamic Community Identification -- Structure and Evolution of Online Social Networks -- Toward Identity Anonymization in Social Networks -- Summarization and OLAP of Information Networks -- Interactive Graph Summarization -- InfoNetOLAP: OLAP and Mining of Information Networks -- Integrating Clustering with Ranking in Heterogeneous Information Networks Analysis -- Mining Large Information Networks by Graph Summarization -- Analysis of Biological Information Networks -- Finding High-Order Correlations in High-Dimensional Biological Data -- Functional Influence-Based Approach to Identify Overlapping Modules in Biological Networks -- Gene Reachability Using Page Ranking on Gene Co-expression Networks.
520			_aWith the recent flourishing research activities on Web search and mining, social network analysis, information network analysis, information retrieval, link analysis, and structural data mining, research on link mining has been rapidly growing, forming a new field of data mining. Traditional data mining focuses on "flat" or “isolated” data in which each data object is represented as an independent attribute vector. However, many real-world data sets are inter-connected, much richer in structure, involving objects of heterogeneous types and complex links. Hence, the study of link mining will have a high impact in various important applications such as Web and text mining, social network analysis, collaborative filtering, and bioinformatics. Link Mining: Models, Algorithms and Applications focuses on the theory and techniques as well as the related applications for link mining, especially from an interdisciplinary point of view. Due to the high popularity of linkage data, extensive applications ranging from governmental organizations to commercial businesses to people's daily life call for exploring the techniques of mining linkage data. This book provides a comprehensive coverage of the link mining models, techniques and applications. Each chapter is contributed from some well known researchers in the field. Link Mining: Models, Algorithms and Applications is designed for researchers, teachers, and advanced-level students in computer science. This book is also suitable for practitioners in industry.
650		0	_aMedicine.
650		0	_aData mining.
650		0	_aBioinformatics.
650		0	_aBiology _xData processing.
650	1	4	_aBiomedicine.
650	2	4	_aBioinformatics.
650	2	4	_aData Mining and Knowledge Discovery.
650	2	4	_aComputational Biology/Bioinformatics.
650	2	4	_aComputer Appl. in Life Sciences.
700	1		_aHan, Jiawei. _eeditor.
700	1		_aFaloutsos, Christos. _eeditor.
710	2		_aSpringerLink (Online service)
773	0		_tSpringer eBooks
776	0	8	_iPrinted edition: _z9781441965141
856	4	0	_uhttp://dx.doi.org/10.1007/978-1-4419-6515-8
912			_aZDB-2-SBL
999			_c110648 _d110648