Handbook of Mixed Membership Models and Their Applications
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ISBN-13:
9781466504080
Veröffentl:
2014
Erscheinungsdatum:
01.12.2014
Seiten:
620
Autor:
Edoardo M Airoldi
Gewicht:
1484 g
Format:
261x179x32 mm
Sprache:
Englisch
Beschreibung:
Incorporating more than 20 years of the editors' and contributors' statistical work in mixed membership modeling, this handbook shows how to use these flexible modeling tools to uncover hidden patterns in modern high-dimensional multivariate data. It explores the use of the models in various application settings, including survey data, population genetics, text analysis, image processing and annotation, and molecular biology. Through examples using real data sets, readers will discover how to characterize complex multivariate data in a range of areas.
Mixed Membership: Setting the Stage. The Grade of Membership Model and Its Extensions. Topic Models: Mixed Membership Models for Text. Semi-Supervised Mixed Membership Models. Special Methodology for Sequence and Rank Data. Mixed Membership Models for Networks. Index.
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