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» Dynamic Exponential Family Matrix Factorization
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PAKDD
2009
ACM
124views Data Mining» more  PAKDD 2009»
13 years 11 months ago
Dynamic Exponential Family Matrix Factorization
Abstract. We propose a new approach to modeling time-varying relational data such as e-mail transactions based on a dynamic extension of matrix factorization. To estimate effectiv...
Kohei Hayashi, Junichiro Hirayama, Shin Ishii
PAKDD
2009
ACM
123views Data Mining» more  PAKDD 2009»
14 years 1 months ago
Dynamic Exponential Family Matrix Factorization.
Junichiro Hirayama, Kohei Hayashi, Shin Ishii
CORR
2010
Springer
153views Education» more  CORR 2010»
13 years 4 months ago
Towards an Efficient Tile Matrix Inversion of Symmetric Positive Definite Matrices on Multicore Architectures
The algorithms in the current sequential numerical linear algebra libraries (e.g. LAPACK) do not parallelize well on multicore architectures. A new family of algorithms, the tile a...
Emmanuel Agullo, Henricus Bouwmeester, Jack Dongar...
ICA
2010
Springer
13 years 4 months ago
Probabilistic Latent Tensor Factorization
We develop a probabilistic modeling framework for multiway arrays. Our framework exploits the link between graphical models and tensor factorization models and it can realize any ...
Y. Kenan Yilmaz, A. Taylan Cemgil
TPDS
2010
174views more  TPDS 2010»
13 years 2 months ago
Parallel Two-Sided Matrix Reduction to Band Bidiagonal Form on Multicore Architectures
The objective of this paper is to extend, in the context of multicore architectures, the concepts of tile algorithms [Buttari et al., 2007] for Cholesky, LU, QR factorizations to t...
Hatem Ltaief, Jakub Kurzak, Jack Dongarra