{"title":"Mixed Membership Blockmodels for Dynamic Networks with Feedback","authors":"Yoon-Sik Cho, G. V. Steeg, A. Galstyan","doi":"10.1201/b17520-31","DOIUrl":"https://doi.org/10.1201/b17520-31","url":null,"abstract":"24.","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127348606","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Mixed Membership Classification for Documents with Hierarchically Structured Labels","authors":"Frank D. Wood, A. Perotte","doi":"10.1201/b17520-20","DOIUrl":"https://doi.org/10.1201/b17520-20","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124960190","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Mixed Membership Models for Rank Data","authors":"I. C. Gormley, T. B. Murphy","doi":"10.1201/b17520-27","DOIUrl":"https://doi.org/10.1201/b17520-27","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121656440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Estimating Diagnostic Error without a Gold Standard","authors":"E. Erosheva, C. Joutard","doi":"10.1201/b17520-10","DOIUrl":"https://doi.org/10.1201/b17520-10","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"2 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117270481","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Hierarchical Mixed Membership Stochastic Blockmodels","authors":"T. Sweet, Andrew C. Thomas, B. Junker","doi":"10.1201/b17520-29","DOIUrl":"https://doi.org/10.1201/b17520-29","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126281373","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Nonparametric Mixed Membership Models","authors":"D. Heinz","doi":"10.1201/b17520-7","DOIUrl":"https://doi.org/10.1201/b17520-7","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"146 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130633012","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Discriminative Training of Mixed Membership Models","authors":"Jun Zhu, E. Xing","doi":"10.1201/b17520-23","DOIUrl":"https://doi.org/10.1201/b17520-23","url":null,"abstract":"18.","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123413778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Block-LDA: Jointly Modeling Entity-Annotated Text and Entity-Entity Links","authors":"Ramnath Balasubramanyan, William W. Cohen","doi":"10.1201/b17520-17","DOIUrl":"https://doi.org/10.1201/b17520-17","url":null,"abstract":"Identifying latent groups of entities from observed interactions between pairs of entities is a frequently encountered problem in areas like analysis of protein interactions and social networks. We present a model that combines aspects of mixed membership stochastic block models and topic models to improve entity-entity link modeling by jointly modeling links and text about the entities that are linked. We apply the model to two datasets: a protein-protein interaction (PPI) dataset supplemented with a corpus of abstracts of scientific publications annotated with the proteins in the PPI dataset and an Enron email corpus. The model is evaluated by inspecting induced topics to understand the nature of the data and by quantitative methods such as functional category prediction of proteins and perplexity which exhibit improvements when joint modeling is used over baselines that use only link or text information.","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130675320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Partial Membership and Factor Analysis","authors":"Zoubin Ghahramani, S. Mohamed, K. Heller","doi":"10.1201/b17520-6","DOIUrl":"https://doi.org/10.1201/b17520-6","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"78 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115217247","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}