MLSP-L2: Tensor and Structured Matrix Methods I |
| Session Type: Lecture |
| Time: Tuesday, March 7, 13:30 - 15:30 |
| Location: Grand Salon 3 |
| Session Chair: Robert Jenssen, University of Tromso
|
| |
|
MLSP-L2.1: MULTIMODAL SPARSE BAYESIAN DICTIONARY LEARNING APPLIED TO MULTIMODAL DATA CLASSIFICATION |
| Igor Fedorov; University of California, San-Diego |
| Bhaskar D. Rao; University of California, San-Diego |
| Truong Q. Nguyen; University of California, San-Diego |
| |
|
MLSP-L2.2: PARALLELIZED STOCHASTIC GRADIENT MARKOV CHAIN MONTE CARLO ALGORITHMS FOR NON-NEGATIVE MATRIX FACTORIZATION |
| Umut Simsekli; LTCI, Télécom ParisTech |
| Alain Durmus; LTCI, Télécom ParisTech |
| Roland Badeau; LTCI, Télécom ParisTech |
| Gaël Richard; LTCI, Télécom ParisTech |
| Eric Moulines; École Polytechnique |
| Ali Taylan Cemgil; Bogazici University |
| |
|
MLSP-L2.3: BAYESIAN NONPARAMETRIC SUBSPACE ESTIMATION |
| Clément Elvira; University of Lille |
| Pierre Chainais; University of Lille |
| Nicolas Dobigeon; University of Toulouse |
| |
|
MLSP-L2.4: SECOND-ORDER TENSOR-BASED CONVOLUTIVE ICA: DECONVOLUTION VERSUS TENSORIZATION |
| Frederik Van Eeghem; KU Leuven |
| Lieven De Lathauwer; KU Leuven Kulak |
| |
|
MLSP-L2.5: PRIMAL-DUAL ALGORITHMS FOR NON-NEGATIVE MATRIX FACTORIZATION WITH THE KULLBACK-LEIBLER DIVERGENCE |
| Felipe Yanez; INSEAD |
| Francis Bach; INRIA/École normale supérieure |
| |
|
MLSP-L2.6: A PROVABLE NONCONVEX MODEL FOR FACTORING NONNEGATIVE MATRICES |
| Dung Tran; Johns Hopkins University |
| Sang Chin; Johns Hopkins University |
| Trac D. Tran; Johns Hopkins University |
| |