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» Matrix and Tensor Factorization for Predicting Student Perfo...
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CSEDU
2011
260views Education» more  CSEDU 2011»
12 years 4 months ago
Matrix and Tensor Factorization for Predicting Student Performance
Nguyen Thai-Nghe, Lucas Drumond, Tomás Horv...
ICDM
2009
IEEE
202views Data Mining» more  ICDM 2009»
13 years 2 months ago
Link Prediction on Evolving Data Using Matrix and Tensor Factorizations
Abstract--The data in many disciplines such as social networks, web analysis, etc. is link-based, and the link structure can be exploited for many different data mining tasks. In t...
Evrim Acar, Daniel M. Dunlavy, Tamara G. Kolda
CORR
2010
Springer
192views Education» more  CORR 2010»
13 years 5 months ago
Temporal Link Prediction using Matrix and Tensor Factorizations
Daniel M. Dunlavy, Tamara G. Kolda, Evrim Acar
ICA
2007
Springer
13 years 11 months ago
Hierarchical ALS Algorithms for Nonnegative Matrix and 3D Tensor Factorization
In the paper we present new Alternating Least Squares (ALS) algorithms for Nonnegative Matrix Factorization (NMF) and their extensions to 3D Nonnegative Tensor Factorization (NTF) ...
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
AAAI
2008
13 years 7 months ago
Multi-HDP: A Non Parametric Bayesian Model for Tensor Factorization
Matrix factorization algorithms are frequently used in the machine learning community to find low dimensional representations of data. We introduce a novel generative Bayesian pro...
Ian Porteous, Evgeniy Bart, Max Welling