Table of Contents: Scalable and Efficient Probabilistic Topic Model Inference for Textual Data.

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Scalable and Efficient Probabilistic Topic Model Inference for Textual Data.

Bibliographic Details
Main Author:	Magnusson, Måns.
Format:	eBook
Language:	English
Published:	Linköping : Linkopings Universitet, 2018.
Edition:	1st ed.
Series:	Linköping Studies in Arts and Sciences Series
Subjects:	Electronic books.
Online Access:	Click to View

Table of Contents:

Intro
ABSTRACT
Acknowledgments
Contents
List of Figures
List of Tables
Introduction
Background
Motivation
Research questions
Thesis outline
Bayesian inference
Bayesian epistemology and confirmation theory
Bayesian statistical inference
Examples of probabilistic models
Simulation-based statistical inference
Probabilistic latent semantic modeling of text
Modeling semantics
Probabilistic modeling of textual data
Latent semantic modeling
Probabilistic topic models
Practical curation of corpora and the implications for inference
Research Questions and Summary of Contributions
Research questions
Summary of Contributions
Extensions and future research
Bibliography.