Cumulative restricted Boltzmann machines for ordinal matrix data analysis

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Cumulative restricted Boltzmann machines for ordinal matrix data analysis

Ordinal data is omnipresent in almost all multiuser-generated feedback - questionnaires,preferences etc. This paper investigates modelling of ordinal data with Gaussian restrictedBoltzmann machines (RBMs). In particular, we present the model architecture, learningand inference procedures for both ve...

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Bibliographic Details
Main Authors:	Tran, Truyen, Phung, D., Venkatesh, S.
Other Authors:	C H Roi
Format:	Conference Paper
Published:	JMLR 2012
Subjects:	ordinal analysis matrix data Cumulative restricted Boltzmann machine
Online Access:	http://jmlr.csail.mit.edu/proceedings/ http://hdl.handle.net/20.500.11937/4560

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