Non-Parametric Clustering of Multivariate Count Data

Non-Parametric Clustering of Multivariate Count Data

The focus of this thesis is models for non-parametric clustering of multivariate count data. While there has been significant work in Bayesian non-parametric modelling in the last decade, in the context of mixture models for real-valued data and some forms of discrete data such as multinomial-mixtur...

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Bibliographic Details
Main Author: Tekumalla, Lavanya Sita
Other Authors: Bhattacharyya, Chiranjib
Language:en_US
Published: 2018
Subjects:
Multivariate Count Data
Clustering Mixture Models
Non-parametric Clustering
Bulk Cache Preloading
Dirichlet Process Mixture Models
Spatio-Temporal Data Aggregation
Sparse Multivariate Poisson
MultiVariate Poisson (MVP)
Copulas
Nested Hierarchical Dirichlet Processes
Dirichlet Process Mixtures
Sparse-Multivariate Poisson
Dirichlet Process Mixture Model
Computer Science
Online Access:http://etd.iisc.ernet.in/2005/3598
http://etd.iisc.ernet.in/abstracts/4467/G28222-Abs.pdf

Internet

http://etd.iisc.ernet.in/2005/3598
http://etd.iisc.ernet.in/abstracts/4467/G28222-Abs.pdf

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