자료유형  

 학위논문

Control Number  

0015000415

International Standard Book Number  

9780438122178

Dewey Decimal Classification Number  

004

Main Entry-Personal Name  

S. K., Minhazul Islam.

Publication, Distribution, etc. (Imprint  

[Sl] : University of Florida, 2017

Publication, Distribution, etc. (Imprint  

Ann Arbor : ProQuest Dissertations & Theses, 2017

Physical Description  

108 p

General Note  

Source: Dissertation Abstracts International, Volume: 79-11(E), Section: B.

General Note  

Adviser: Arunava Banerjee.

Dissertation Note  

Thesis (Ph.D.)--University of Florida, 2017.

Summary, Etc.  

요약We present a flexible nonparametric Bayesian framework for automatic detection of local clusters in general regression models. The models are built using techniques that are now considered standard in statistical parameter estimation literature,

Summary, Etc.  

요약In the first part of this thesis, we formulate all traditional versions of the infinite mixture of GLM models under the Dirichlet Process framework. We study extensively two different inference techniques for these models, namely, variational in

Summary, Etc.  

요약In the second part, we present a flexible nonparametric generative model for multigroup regression that detects latent common clusters of groups. We name this "Infinite MultiGroup Generalized Linear Model" (iMG-GLM). We present two versions of t

Summary, Etc.  

요약In the third part, we present a flexible nonparametric generative model for multilevel regression that strikes an automatic balance between identifying common effects across groups while respecting their idiosyncrasies. We name it "Infinite Mixt

Summary, Etc.  

요약For the final problem we present a framework that shows how infinite mixtures of Linear Regression (Dirichlet Process mixtures) can be used to design a new denoising technique in the domain of time series data that presumes a model for the uncor

Subject Added Entry-Topical Term  

Computer science

Added Entry-Corporate Name  

University of Florida.

Host Item Entry  

Dissertation Abstracts International. 79-11B(E).

Host Item Entry  

Dissertation Abstract International

Electronic Location and Access  

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Control Number  

joongbu:553944