{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,5]],"date-time":"2024-09-05T03:36:34Z","timestamp":1725507394452},"publisher-location":"Berlin, Heidelberg","reference-count":37,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540731320"},{"type":"electronic","value":"9783540731337"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-3-540-73133-7_5","type":"book-chapter","created":{"date-parts":[[2008,4,11]],"date-time":"2008-04-11T15:06:50Z","timestamp":1207926410000},"page":"57-74","source":"Crossref","is-referenced-by-count":12,"title":["Combining Stochastic Block Models and Mixed Membership for Statistical Network Analysis"],"prefix":"10.1007","author":[{"given":"Edoardo M.","family":"Airoldi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David M.","family":"Blei","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stephen E.","family":"Fienberg","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Eric P.","family":"Xing","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"5_CR1","unstructured":"Airoldi, E.M., Blei, D.M., Fienberg, S.E., Xing, E.P.: Stochastic block models of mixed membership. Manuscript under review (2006)"},{"key":"5_CR2","unstructured":"Sampson, F.S.: A Novitiate in a period of change: An experimental and case study of social relationships. PhD thesis, Cornell University (1968)"},{"key":"5_CR3","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.1467-985X.2007.00471.x","volume":"170","author":"M.S. Handcock","year":"2007","unstructured":"Handcock, M.S., Raftery, A.E., Tantrum, J.M.: Model-based clustering for social networks. Journal of the Royal Statistical Society, Series A\u00a0170, 1\u201322 (2007)","journal-title":"Journal of the Royal Statistical Society, Series A"},{"key":"5_CR4","first-page":"1","volume-title":"Sociological Methodology","author":"P.W. Holland","year":"1975","unstructured":"Holland, P.W., Leinhardt, S.: Local structure in social networks. In: Heise, D. (ed.) Sociological Methodology, pp. 1\u201345. Jossey-Bass, San Fransisco (1975)"},{"key":"5_CR5","doi-asserted-by":"publisher","first-page":"51","DOI":"10.2307\/2288040","volume":"80","author":"S.E. Fienberg","year":"1985","unstructured":"Fienberg, S.E., Meyer, M.M., Wasserman, S.: Statistical analysis of multiple sociometric relations. Journal of the American Statistical Association\u00a080, 51\u201367 (1985)","journal-title":"Journal of the American Statistical Association"},{"key":"5_CR6","doi-asserted-by":"publisher","first-page":"401","DOI":"10.1007\/BF02294547","volume":"61","author":"S. Wasserman","year":"1996","unstructured":"Wasserman, S., Pattison, P.: Logit models and logistic regression for social networks: I. an introduction to markov graphs and p \u2009\u2217\u2009. Psychometrika\u00a061, 401\u2013425 (1996)","journal-title":"Psychometrika"},{"key":"5_CR7","unstructured":"Snijders, T.A.B.: Markov chain monte carlo estimation of exponential random graph models. Journal of Social Structure (2002)"},{"key":"5_CR8","doi-asserted-by":"publisher","first-page":"1090","DOI":"10.1198\/016214502388618906","volume":"97","author":"P.D. Hoff","year":"2002","unstructured":"Hoff, P.D., Raftery, A.E., Handcock, M.S.: Latent space approaches to social network analysis. Journal of the American Statistical Association\u00a097, 1090\u20131098 (2002)","journal-title":"Journal of the American Statistical Association"},{"key":"5_CR9","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511584176","volume-title":"Generalized Blockmodeling","author":"P. Doreian","year":"2004","unstructured":"Doreian, P., Batagelj, V., Ferligoj, A.: Generalized Blockmodeling. Cambridge University Press, Cambridge (2004)"},{"key":"5_CR10","unstructured":"Taskar, B., Wong, M.F., Abbeel, P., Koller, D.: Link prediction in relational data. In: Neural Information Processing Systems, vol.\u00a015 (2003)"},{"key":"5_CR11","unstructured":"Kemp, C., Griffiths, T.L., Tenenbaum, J.B.: Discovering latent classes in relational data. Technical Report AI Memo 2004-019, MIT (2004)"},{"key":"5_CR12","unstructured":"Kemp, C., Tenenbaum, J.B., Griffiths, T.L., Yamada, T., Ueda, N.: Learning systems of concepts with an infinite relational model. In: Proceedings of the 21st National Conference on Artificial Intelligence (2006)"},{"key":"5_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1007\/978-3-540-73133-7_3","volume-title":"Statistical Network Analysis: Models, Issues, and New Directions","author":"A. McCallum","year":"2007","unstructured":"McCallum, A., Wang, X., Mohanty, N.: Joint group and topic discovery from relations and text. In: Airoldi, E., Blei, D.M., Fienberg, S.E., Goldenberg, A., Xing, E.P., Zheng, A.X. (eds.) ICML 2006. LNCS, vol.\u00a04503, pp. 28\u201344. Springer, Heidelberg (2007)"},{"key":"5_CR14","doi-asserted-by":"publisher","first-page":"993","DOI":"10.1162\/jmlr.2003.3.4-5.993","volume":"3","author":"D.M. Blei","year":"2003","unstructured":"Blei, D.M., Ng, A., Jordan, M.I.: Latent Dirichlet allocation. Journal of Machine Learning Research\u00a03, 993\u20131022 (2003)","journal-title":"Journal of Machine Learning Research"},{"key":"5_CR15","unstructured":"Cohn, D., Hofmann, T.: The missing link\u2014A probabilistic model of document content and hypertext connectivity. In: Advances in Neural Information Processing Systems, vol.\u00a013 (2001)"},{"issue":"22","key":"5_CR16","first-page":"11885","volume":"97","author":"E.A. Erosheva","year":"2004","unstructured":"Erosheva, E.A., Fienberg, S.E., Lafferty, J.: Mixed-membership models of scientific publications. Proceedings of the National Academy of Sciences\u00a097(22), 11885\u201311892 (2004)","journal-title":"Proceedings of the National Academy of Sciences"},{"key":"5_CR17","doi-asserted-by":"publisher","first-page":"1107","DOI":"10.1162\/153244303322533214","volume":"3","author":"K. Barnard","year":"2003","unstructured":"Barnard, K., Duygulu, P., de Freitas, N., Forsyth, D., Blei, D., Jordan, M.: Matching words and pictures. Journal of Machine Learning Research\u00a03, 1107\u20131135 (2003)","journal-title":"Journal of Machine Learning Research"},{"key":"5_CR18","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1007\/3-540-28084-7_2","volume-title":"Classification\u2014The Ubiquitous Challenge","author":"E.A. Erosheva","year":"2005","unstructured":"Erosheva, E.A., Fienberg, S.E.: Bayesian mixed membership models for soft clustering and classification. In: Weihs, C., Gaul, W. (eds.) Classification\u2014The Ubiquitous Challenge, pp. 11\u201326. Springer, Heidelberg (2005)"},{"key":"5_CR19","volume-title":"Statistical Applications Using Fuzzy Sets","author":"K.G. Manton","year":"1994","unstructured":"Manton, K.G., Woodbury, M.A., Tolley, H.D.: Statistical Applications Using Fuzzy Sets. Wiley, Chichester (1994)"},{"key":"5_CR20","doi-asserted-by":"publisher","first-page":"2381","DOI":"10.1126\/science.1078311","volume":"298","author":"N.A. Rosenberg","year":"2002","unstructured":"Rosenberg, N.A., Pritchard, J.K., Weber, J.L., Cann, H.M., Kidd, K.K., Zhivotovsky, L.A., Feldman, M.W.: Genetic structure of human populations. Science\u00a0298, 2381\u20132385 (2002)","journal-title":"Science"},{"key":"5_CR21","doi-asserted-by":"crossref","first-page":"945","DOI":"10.1093\/genetics\/155.2.945","volume":"155","author":"J. Pritchard","year":"2000","unstructured":"Pritchard, J., Stephens, M., Donnelly, P.: Inference of population structure using multilocus genotype data. Genetics\u00a0155, 945\u2013959 (2000)","journal-title":"Genetics"},{"key":"5_CR22","unstructured":"Xing, E.P., Ng, A.Y., Jordan, M.I., Russell, S.: Distance metric learning with applications to clustering with side information. In: Advances in Neural Information Processing Systems, vol.\u00a016 (2003)"},{"key":"5_CR23","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1016\/0378-8733(83)90021-7","volume":"5","author":"P. Holland","year":"1983","unstructured":"Holland, P., Laskey, K.B., Leinhardt, S.: Stochastic blockmodels: Some first steps. Social Networks\u00a05, 109\u2013137 (1983)","journal-title":"Social Networks"},{"key":"5_CR24","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1016\/0378-8733(92)90017-2","volume":"14","author":"C.J. Anderson","year":"1992","unstructured":"Anderson, C.J., Wasserman, S., Faust, K.: Building stochastic blockmodels. Social Networks\u00a014, 137\u2013161 (1992)","journal-title":"Social Networks"},{"key":"5_CR25","doi-asserted-by":"publisher","first-page":"1077","DOI":"10.1198\/016214501753208735","volume":"96","author":"K. Nowicki","year":"2001","unstructured":"Nowicki, K., Snijders, T.A.B.: Estimation and prediction for stochastic blockstructures. Journal of the American Statistical Association\u00a096, 1077\u20131087 (2001)","journal-title":"Journal of the American Statistical Association"},{"key":"5_CR26","unstructured":"Airoldi, E.M., Blei, D.M., Fienberg, S.E., Xing, E.P.: Admixtures of latent blocks with application to protein interaction networks. Manuscript under review (2006)"},{"key":"5_CR27","unstructured":"Airoldi, E.M., Fienberg, S.E., Xing, E.P.: Latent aspects analysis for gene expression data. Manuscript under review (2006)"},{"key":"5_CR28","doi-asserted-by":"crossref","unstructured":"Carley, K.M.: Smart agents and organizations of the future. In: Lievrouw, L., Livingstone, S. (eds.) The Handbook of New Media, pp. 206\u2013220 (2002)","DOI":"10.4135\/9781848608245.n16"},{"key":"5_CR29","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1023\/A:1007665907178","volume":"37","author":"M. Jordan","year":"1999","unstructured":"Jordan, M., Ghahramani, Z., Jaakkola, T., Saul, L.: Introduction to variational methods for graphical models. Machine Learning\u00a037, 183\u2013233 (1999)","journal-title":"Machine Learning"},{"key":"5_CR30","unstructured":"Airoldi, E.M., Fienberg, S.E., Joutard, C., Love, T.M.: Discovering latent patterns with hierarchical Bayesian mixed-membership models and the issue of model choice. Technical Report CMU-ML-06-101, School of Computer Science, Carnegie Mellon University (2006)"},{"key":"5_CR31","unstructured":"Xing, E.P., Jordan, M.I., Russell, S.: A generalized mean field algorithm for variational inference in exponential families. In: Uncertainty in Artificial Intelligence, vol.\u00a019 (2003)"},{"key":"5_CR32","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4612-4250-5","volume-title":"Theory of Statistics","author":"M.J. Schervish","year":"1995","unstructured":"Schervish, M.J.: Theory of Statistics. Springer, Heidelberg (1995)"},{"key":"5_CR33","unstructured":"Wainwright, M.J., Jordan, M.I.: Graphical models, exponential families and variational inference. Technical Report 649, Department of Statistics, University of California, Berkeley (2003)"},{"key":"5_CR34","unstructured":"David, G.B., Carley, K.M.: Clearing the FOG: Fuzzy, overlapping groups for social networks. Manuscript under review (2006)"},{"key":"5_CR35","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1016\/0022-2496(75)90028-0","volume":"12","author":"R.L. Breiger","year":"1975","unstructured":"Breiger, R.L., Boorman, S.A., Arabie, P.: An algorithm for clustering relational data with applications to social network analysis and comparison to multidimensional scaling. Journal of Mathematical Psychology\u00a012, 328\u2013383 (1975)","journal-title":"Journal of Mathematical Psychology"},{"key":"5_CR36","unstructured":"Harris, K.M., Florey, F., Tabor, J., Bearman, P.S., Jones, J., Udry, R.J.: The national longitudinal study of adolescent health: research design. Technical report, Caorlina Population Center, University of North Carolina, Chapel Hill (2003)"},{"key":"5_CR37","unstructured":"Udry, R.J.: The national longitudinal study of adolescent health: (add health) waves i and ii, 1994\u20131996; wave iii 2001\u20132002. Technical report, Carolina Population Center, University of North Carolina, Chapel Hill (2003)"}],"container-title":["Lecture Notes in Computer Science","Statistical Network Analysis: Models, Issues, and New Directions"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-73133-7_5.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,9,7]],"date-time":"2021-09-07T19:52:05Z","timestamp":1631044325000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-73133-7_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540731320","9783540731337"],"references-count":37,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-73133-7_5","relation":{},"subject":[]}}