Cumulative restricted Boltzmann machines for ordinal matrix data analysis

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

Internet

http://jmlr.csail.mit.edu/proceedings/
http://hdl.handle.net/20.500.11937/4560

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