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109
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ICSOC
2007
Springer
15 years 6 months ago
Verifying Temporal and Epistemic Properties of Web Service Compositions
Model checking Web service behaviour has remained limited to checking safety and liveness properties. However when viewed as a multi agent system, the system composition can be ana...
Alessio Lomuscio, Hongyang Qu, Marek J. Sergot, Mo...
103
Voted
ICIP
2003
IEEE
15 years 5 months ago
Perceptual regularization functionals for natural image restoration
Regularization constraints are necessary in inverse problems such as image restoration, optical flow computation or shape from shading to avoid the singularities in the solution....
Juan Gutierrez, Jesus Malo, Francesc J. Ferri
107
Voted
ICASSP
2011
IEEE
14 years 4 months ago
Unsupervised vocabulary discovery using non-negative matrix factorization with graph regularization
In this paper, we present a model for unsupervised pattern discovery using non-negative matrix factorization (NMF) with graph regularization. Though the regularization can be appl...
Meng Sun, Hugo Van hamme
98
Voted
UAI
2003
15 years 1 months ago
On Information Regularization
We formulate a principle for classification with the knowledge of the marginal distribution over the data points (unlabeled data). The principle is cast in terms of Tikhonov styl...
Adrian Corduneanu, Tommi Jaakkola
95
Voted
CORR
2010
Springer
188views Education» more  CORR 2010»
15 years 20 days ago
A unified framework for high-dimensional analysis of $M$-estimators with decomposable regularizers
High-dimensional statistical inference deals with models in which the the number of parameters p is comparable to or larger than the sample size n. Since it is usually impossible ...
Sahand Negahban, Pradeep Ravikumar, Martin J. Wain...