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SDM
2008
SIAM
95views Data Mining» more  SDM 2008»
15 years 8 months ago
Deterministic Latent Variable Models and Their Pitfalls
We derive a number of well known deterministic latent variable models such as PCA, ICA, EPCA, NMF and PLSA as variational EM approximations with point posteriors. We show that the...
Max Welling, Chaitanya Chemudugunta, Nathan Sutter
SDM
2004
SIAM
142views Data Mining» more  SDM 2004»
15 years 8 months ago
Learning to Read Between the Lines: The Aspect Bernoulli Model
We present a novel probabilistic multiple cause model for binary observations. In contrast to other approaches, the model is linear and it infers reasons behind both observed and ...
Ata Kabán, Ella Bingham, T. Hirsimäki
CDC
2008
IEEE
157views Control Systems» more  CDC 2008»
15 years 7 months ago
A hidden Markov filtering approach to multiple change-point models
We describe a hidden Markov modeling approach to multiple change-points that has attractive computational and statistical properties. This approach yields explicit recursive filter...
Tze Leung Lai, Haipeng Xing
ENTCS
2006
129views more  ENTCS 2006»
15 years 7 months ago
A Constructive Object Oriented Modeling Language for Information Systems
One of the central aspects in an Information System is the meaning of data in the external world and the information carried by them. We propose a Constructive Object Oriented Mod...
Mario Ornaghi, Marco Benini, Mauro Ferrari, Camill...
CORR
2011
Springer
170views Education» more  CORR 2011»
15 years 1 months ago
A Model for Coherent Distributed Memory For Race Condition Detection
—We present a new model for distributed shared memory systems, based on remote data accesses. Such features are offered by network interface cards that allow one-sided operations...
Franck Butelle, Camille Coti