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Handbook of Mixed Membership Models and Their Applications 2014
- Edoardo M. Airoldi, David M. Blei, Elena A. Erosheva, Stephen E. Fienberg:
Handbook of Mixed Membership Models and Their Applications. Chapman and Hall/CRC 2014, ISBN 978-1-4665-0408-0
Mixed Membership: Setting the Stage
- Edoardo M. Airoldi, David M. Blei, Elena A. Erosheva, Stephen E. Fienberg:
Introduction to Mixed Membership Models and Methods. 3-13 - Jonathan Gruhl, Elena A. Erosheva:
A Tale of Two (Types Of) Memberships. 15-38 - April Galyardt:
Interpreting Mixed Membership. 39-65 - Zoubin Ghahramani, Shakir Mohamed, Katherine A. Heller:
Partial Membership and Factor Analysis. 67-88 - Daniel Heinz:
Nonparametric Mixed Membership Models. 89-116
The Grade of Membership Model and Its Extensions
- Justin H. Gross, Daniel Manrique-Vallier:
A Mixed Membership Approach to Political Ideology. 119-139 - Elena A. Erosheva, Cyrille Joutard:
Estimating Diagnostic Error without a Gold Standard. 141-157 - Burton H. Singer, Marcia C. Castro:
Interpretability of Mixed Membership Models. 159-172 - Daniel Manrique-Vallier:
Mixed Membership Trajectory Models. 173-188 - Fabrizio Lecci:
Analysis of Development of Dementia through the Extended TGoM Model. 189-201
Topic Models: Mixed Membership Models for Text
- John W. Paisley, David M. Blei, Michael I. Jordan:
Bayesian Nonnegative Matrix Factorization with Stochastic Variational Inference. 205-224 - Jordan L. Boyd-Graber, David M. Mimno, David Newman:
Care and Feeding of Topic Models. 225-254 - Ramnath Balasubramanyan, William W. Cohen:
Block-LDA: Jointly Modeling Entity-Annotated Text and Entity-Entity Links. 255-273 - Jonathan M. Bischof, Edoardo M. Airoldi:
Robust Estimation of Topic Summaries Leveraging Word Frequency and Exclusivity. 275-302
Semi-Supervised Mixed Membership Models
- Frank D. Wood, Adler J. Perotte:
Mixed Membership Classification for Documents with Hierarchically Structured Labels. 305-323 - Hanhuai Shan, Arindam Banerjee:
Discriminative Mixed Membership Models. 325-350 - Lester W. Mackey, David J. Weiss, Michael I. Jordan:
Mixed Membership Matrix Factorization. 351-367 - Jun Zhu, Eric P. Xing:
Discriminative Training of Mixed Membership Models. 369-393
Special Methodology for Sequence and Rank Data
- Suyash Shringarpure, Eric P. Xing:
Population Stratification with Mixed Membership Models. 397-416 - Emily B. Fox, Michael I. Jordan:
Mixed Membership Models for Time Series. 417-439 - Isobel Claire Gormley, Thomas Brendan Murphy:
Mixed Membership Models for Rank Data. 441-460
Mixed Membership Models for Networks
- Tracy M. Sweet, Andrew C. Thomas, Brian W. Junker:
Hierarchical Mixed Membership Stochastic Blockmodels. 463-487 - Qirong Ho, Eric P. Xing:
Analyzing Time-Evolving Networks. 489-525 - Yoon-Sik Cho, Greg Ver Steeg, Aram Galstyan:
Mixed Membership Blockmodels for Dynamic Networks with Feedback. 527-545 - Pierre Latouche, Etienne Birmelé, Christophe Ambroise:
Overlapping Clustering Methods for Networks. 547-567
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