Nonparametric Bayesian Dictionary Learning and Count and Mixture Modeling

Nonparametric Bayesian Dictionary Learning and Count and Mixture Modeling

<p>Analyzing the ever-increasing data of unprecedented scale, dimensionality, diversity, and complexity poses considerable challenges to conventional approaches of statistical modeling. Bayesian nonparametrics constitute a promising research direction, in that such techniques can fit the data...

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Bibliographic Details
Main Author: Zhou, Mingyuan
Other Authors: Carin, Lawrence
Published: 2013
Subjects:
Electrical engineering
Statistics
Computer science
Bayesian Nonparametrics
Count Modeling
Dictionary Learning
Mixture Modeling
Negative Binomial Process
Topic Modeling
Online Access:http://hdl.handle.net/10161/7204

Internet

http://hdl.handle.net/10161/7204

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