LEADER 05979nam 22007815 450 001 996465638403316 005 20200704003550.0 010 $a3-540-73133-4 024 7 $a10.1007/978-3-540-73133-7 035 $a(CKB)1000000000491002 035 $a(SSID)ssj0000320202 035 $a(PQKBManifestationID)11256844 035 $a(PQKBTitleCode)TC0000320202 035 $a(PQKBWorkID)10347263 035 $a(PQKB)10384566 035 $a(DE-He213)978-3-540-73133-7 035 $a(MiAaPQ)EBC3067863 035 $a(PPN)124494714 035 $a(EXLCZ)991000000000491002 100 $a20100301d2007 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt 182 $cc 183 $acr 200 10$aStatistical Network Analysis: Models, Issues, and New Directions$b[electronic resource] $eICML 2006 Workshop on Statistical Network Analysis, Pittsburgh, PA, USA, June 29, 2006, Revised Selected Papers /$fedited by Edoardo M. Airoldi, David M. Blei, Stephen E. Fienberg, Anna Goldenberg, Eric P. Xing, Alice X. Zheng 205 $a1st ed. 2007. 210 1$aBerlin, Heidelberg :$cSpringer Berlin Heidelberg :$cImprint: Springer,$d2007. 215 $a1 online resource (VIII, 200 p.) 225 1 $aComputer Communication Networks and Telecommunications ;$v4503 300 $aThis workshop was held during the 23rd International Conference on Machine Learning. 311 $a3-540-73132-6 320 $aIncludes bibliographical references and index. 327 $aInvited Presentations -- Structural Inference of Hierarchies in Networks -- Heider vs Simmel: Emergent Features in Dynamic Structures -- Joint Group and Topic Discovery from Relations and Text -- Statistical Models for Networks: A Brief Review of Some Recent Research -- Other Presentations -- Combining Stochastic Block Models and Mixed Membership for Statistical Network Analysis -- Exploratory Study of a New Model for Evolving Networks -- A Latent Space Model for Rank Data -- A Simple Model for Complex Networks with Arbitrary Degree Distribution and Clustering -- Discrete Temporal Models of Social Networks -- Approximate Kalman Filters for Embedding Author-Word Co-occurrence Data over Time -- Discovering Functional Communities in Dynamical Networks -- Empirical Analysis of a Dynamic Social Network Built from PGP Keyrings -- Extended Abstracts -- A Brief Survey of Machine Learning Methods for Classification in Networked Data and an Application to Suspicion Scoring -- Age and Geographic Inferences of the LiveJournal Social Network -- Inferring Organizational Titles in Online Communication -- Learning Approximate MRFs from Large Transactional Data -- Panel Discussion -- Panel Discussion. 330 $aThis volume was prepared to share with a larger audience the exciting ideas and work presented at an ICML 2006 workshop of the same title. Network models have a long history. Sociologists and statisticians made major advances in the 1970s and 1980s, culminating in part with a number of substantial databases and the class of exponential random graph models and related methods in the early 1990s. Physicists and computer scientists came to this domain cons- erably later, but they enriched the array of models and approaches and began to tackle much larger networks and more complex forms of data. Our goal in organ- ing the workshop was to encourage a dialog among people coming from di?erent disciplinary perspectives and with di?erent methods, models, and tools. Both the workshop and the editing of the proceedings was a truly colla- rative e?ort on behalf of all six editors, but three in particular deserve special recognition. Anna Goldenberg and Alice Zheng were the driving force behind the entire enterprise and Edo Airoldi assisted on a number of the more important arrangements. 410 0$aComputer Communication Networks and Telecommunications ;$v4503 606 $aComputer communication systems 606 $aMathematical statistics 606 $aApplication software 606 $aInformation storage and retrieval 606 $aAlgorithms 606 $aComputer Communication Networks$3https://scigraph.springernature.com/ontologies/product-market-codes/I13022 606 $aProbability and Statistics in Computer Science$3https://scigraph.springernature.com/ontologies/product-market-codes/I17036 606 $aInformation Systems Applications (incl. Internet)$3https://scigraph.springernature.com/ontologies/product-market-codes/I18040 606 $aInformation Storage and Retrieval$3https://scigraph.springernature.com/ontologies/product-market-codes/I18032 606 $aAlgorithm Analysis and Problem Complexity$3https://scigraph.springernature.com/ontologies/product-market-codes/I16021 615 0$aComputer communication systems. 615 0$aMathematical statistics. 615 0$aApplication software. 615 0$aInformation storage and retrieval. 615 0$aAlgorithms. 615 14$aComputer Communication Networks. 615 24$aProbability and Statistics in Computer Science. 615 24$aInformation Systems Applications (incl. Internet). 615 24$aInformation Storage and Retrieval. 615 24$aAlgorithm Analysis and Problem Complexity. 676 $a004.6 702 $aAiroldi$b Edoardo M$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aBlei$b David M$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aFienberg$b Stephen E$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aGoldenberg$b Anna$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aXing$b Eric P$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aZheng$b Alice X$4edt$4http://id.loc.gov/vocabulary/relators/edt 712 12$aWorkshop on Statistical Network Analysis 906 $aBOOK 912 $a996465638403316 996 $aStatistical Network Analysis: Models, Issues, and New Directions$9774264 997 $aUNISA