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IEICE Trans

Shotaro TORA


Hybrid Parallel Inference for Hierarchical Dirichlet Processes
Tsukasa OMOTO Koji EGUCHI Shotaro TORA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2014/04/01
Vol. E97-D  No. 4  pp. 815-820
Type of Manuscript:  Special Section LETTER (Special Section on Data Engineering and Information Management)
Category: 
Keyword: 
hierarchical dirichlet process, topic models, parallelization, 
 Summary | Full Text:PDF

MPI/OpenMP Hybrid Parallel Inference Methods for Latent Dirichlet Allocation – Approximation and Evaluation
Shotaro TORA Koji EGUCHI 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2013/05/01
Vol. E96-D  No. 5  pp. 1006-1015
Type of Manuscript:  Special Section PAPER (Special Section on Data Engineering and Information Management)
Category: Advanced Search
Keyword: 
probabilistic topic models, Latent Dirichlet allocation, Gibbs sampling, MPI/OpenMP hybrid parallelization, 
 Summary | Full Text:PDF