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Handbook of Mixed Membership Models and Their Applications最新文献

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Robust Estimation of Topic Summaries Leveraging Word Frequency and Exclusivity 利用词频和独占性的主题摘要鲁棒估计
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-18
Jonathan Bischof, E. Airoldi
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引用次数: 0
Population Stratification with Mixed Membership Models 混合隶属度模型的人口分层
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-25
S. Shringarpure, E. Xing
{"title":"Population Stratification with Mixed Membership Models","authors":"S. Shringarpure, E. Xing","doi":"10.1201/b17520-25","DOIUrl":"https://doi.org/10.1201/b17520-25","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"24 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":"129577326","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}
引用次数: 5
A Tale of Two (Types Of) Memberships 两种(类型)会员的故事
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-4
John Gruhl, E. Erosheva
{"title":"A Tale of Two (Types Of) Memberships","authors":"John Gruhl, E. Erosheva","doi":"10.1201/b17520-4","DOIUrl":"https://doi.org/10.1201/b17520-4","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"25 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":"132251095","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}
引用次数: 6
Overlapping Clustering Methods for Networks 网络的重叠聚类方法
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-32
P. Latouche, E. Birmelé, Christophe Ambroise
{"title":"Overlapping Clustering Methods for Networks","authors":"P. Latouche, E. Birmelé, Christophe Ambroise","doi":"10.1201/b17520-32","DOIUrl":"https://doi.org/10.1201/b17520-32","url":null,"abstract":"Networks allow the representation of interactions between objects. Their structures are often complex to explore and need some algorithmic and statistical tools for summarizing. One possible way to go is to cluster their vertices into groups having similar connectivity patterns. This chapter aims at presenting an overview of clustering methods for network vertices. Common community structure searching algorithms are detailed. The well-known Stochastic Block Model (SBM) is then introduced and its generalization to overlapping mixed membership structure closes the chapter. Examples of application are also presented and the main hypothesis underlying the presented algorithms discussed.","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"6 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":"132413042","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}
引用次数: 0
Introduction to Mixed Membership Models and Methods 混合隶属关系模型与方法导论
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-3
E. Airoldi, D. Blei, E. Erosheva, S. Fienberg
{"title":"Introduction to Mixed Membership Models and Methods","authors":"E. Airoldi, D. Blei, E. Erosheva, S. Fienberg","doi":"10.1201/b17520-3","DOIUrl":"https://doi.org/10.1201/b17520-3","url":null,"abstract":"1.1 Historical Developments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 1.2 A General Formulation for Mixed Membership Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4 1.3 Advantages of Mixed Membership Models in Applied Statistics . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 1.4 Theoretical Issues with Mixed Membership Models . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 1.4.1 General Issues Inherent to Mixtures . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 10","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"425 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":"132060585","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}
引用次数: 33
Bayesian Nonnegative Matrix Factorization with Stochastic Variational Inference 随机变分推理的贝叶斯非负矩阵分解
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-15
J. Paisley, D. Blei, Michael I. Jordan
{"title":"Bayesian Nonnegative Matrix Factorization with Stochastic Variational Inference","authors":"J. Paisley, D. Blei, Michael I. Jordan","doi":"10.1201/b17520-15","DOIUrl":"https://doi.org/10.1201/b17520-15","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"50 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":"125275184","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}
引用次数: 66
Mixed Membership Trajectory Models 混合成员轨迹模型
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-12
Daniel Manrique-Vallier
{"title":"Mixed Membership Trajectory Models","authors":"Daniel Manrique-Vallier","doi":"10.1201/b17520-12","DOIUrl":"https://doi.org/10.1201/b17520-12","url":null,"abstract":"9.","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"36 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":"116251911","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}
引用次数: 7
Interpreting Mixed Membership 解释混合会员资格
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-5
April Galyardt
{"title":"Interpreting Mixed Membership","authors":"April Galyardt","doi":"10.1201/b17520-5","DOIUrl":"https://doi.org/10.1201/b17520-5","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"53 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":"127273224","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}
引用次数: 9
Analyzing Time-Evolving Networks 分析时间演化网络
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-30
Qirong Ho, E. Xing
{"title":"Analyzing Time-Evolving Networks","authors":"Qirong Ho, E. Xing","doi":"10.1201/b17520-30","DOIUrl":"https://doi.org/10.1201/b17520-30","url":null,"abstract":"","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"33 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":"121326675","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}
引用次数: 3
Care and Feeding of Topic Models 主题模型的关心和喂养
Handbook of Mixed Membership Models and Their Applications Pub Date : 2014-11-06 DOI: 10.1201/b17520-16
{"title":"Care and Feeding of Topic Models","authors":"","doi":"10.1201/b17520-16","DOIUrl":"https://doi.org/10.1201/b17520-16","url":null,"abstract":"@inbook{Boyd-Graber:Mimno:Newman-2014, Publisher = {CRC Press}, Address = {Boca Raton, Florida}, Title = {Care and Feeding of Topic Models: Problems, Diagnostics, and Improvements}, Url = {docs/2014_book_chapter_care_and_feeding.pdf}, Series = {CRC Handbooks of Modern Statistical Methods}, Booktitle = {Handbook of Mixed Membership Models and Their Applications}, Author = {Jordan Boyd-Graber and David Mimno and David Newman}, Year = {2014}, Editor = {Edoardo M. Airoldi and David Blei and Elena A. Erosheva and Stephen E. Fienberg}, }","PeriodicalId":347179,"journal":{"name":"Handbook of Mixed Membership Models and Their Applications","volume":"108 14","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2014-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120820777","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}
引用次数: 0
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