Deakin University
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nguyen-structuredrepresentation-2015A.pdf (10.12 MB)

Structured representation learning from complex data

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thesis
posted on 2015-04-01, 00:00 authored by T Nguyen
This thesis advances several theoretical and practical aspects of the recently introduced restricted Boltzmann machine - a powerful probabilistic and generative framework for modelling data and learning representations. The contributions of this study represent a systematic and common theme in learning structured representations from complex data.

History

Pagination

xx, 198, [4] pages : illustrations, tables, graphs

Open access

  • Yes

Material type

thesis

Resource type

thesis

Language

eng

Degree type

Research doctorate

Degree name

Ph.D.

Copyright notice

The Author. All Rights Reserved

Editor/Contributor(s)

S Venkatesh, T Tran, D Phung

Faculty

Faculty of Science Engineering and Built Environment

School

School of Information Technology