Handbook of Mixed Membership Models and Their Applications - 9781466504080
  • Handbook of Mixed Membership Models and Their Applications - 9781466504080

Handbook of Mixed Membership Models and Their Applications - 9781466504080

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Description
In response to scientific needs for more diverse and structured explanations of statistical data, researchers have discovered how to model individual data points as belonging to multiple groups. Handbook of Mixed Membership Models and Their Applications shows you 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, you'll discover how to characterize complex multivariate data in: Studies involving genetic databases Patterns in the progression of diseases and disabilities Combinations of topics covered by text documents Political ideology or electorate voting patterns Heterogeneous relationships in networks, and much more The handbook spans more than 20 years of the editors' and contributors' statistical work in the field. Top researchers compare partial and mixed membership models, explain how to interpret mixed membership, delve into factor analysis, and describe nonparametric mixed membership models. They also present extensions of the mixed membership model for text analysis, sequence and rank data, and network data as well as semi-supervised mixed membership models.
Product Details
10 Items

Data sheet

Type
Textbook
Author
Elena A. Erosheva, David Blei, Stephen E. Fienberg, Edoardo M. Airoldi
Format
Hardcover
Language
English
Item Height
254mm
Item Width
178mm
Number of Pages
620 Pages
Item Weight
1474g
Publisher
Taylor & Francis INC International Concepts
Publication Year
2014

Specific References

ISBN
9781466504080
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