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PAKDD
2009
ACM
124views Data Mining» more  PAKDD 2009»
15 years 10 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
134
Voted
ICDM
2007
IEEE
149views Data Mining» more  ICDM 2007»
15 years 10 months ago
Solving Consensus and Semi-supervised Clustering Problems Using Nonnegative Matrix Factorization
Consensus clustering and semi-supervised clustering are important extensions of the standard clustering paradigm. Consensus clustering (also known as aggregation of clustering) ca...
Tao Li, Chris H. Q. Ding, Michael I. Jordan
116
Voted
ICMCS
2007
IEEE
159views Multimedia» more  ICMCS 2007»
15 years 10 months ago
Blog Antenna: Summarization of Personal Blog Temporal Dynamics Based on Self-Similarity Factorization
In this paper, we present a framework to analyze and summarize the temporal dynamics within personal blogs. Blog temporal dynamics are difficult to capture using a few class descr...
Yu-Ru Lin, Hari Sundaram
ALS
2003
Springer
15 years 9 months ago
Towards a Four Factor Theory of Anticipatory Learning
This paper takes an overtly anticipatory stance to the understanding of animat learning and behavior. It analyses four major animal learning theories and attempts to identify the a...
Mark Witkowski
ICA
2007
Springer
15 years 7 months ago
Phase-Aware Non-negative Spectrogram Factorization
Non-negative spectrogram factorization has been proposed for single-channel source separation tasks. These methods operate on the magnitude or power spectrogram of the input mixtur...
R. Mitchell Parry, Irfan A. Essa