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CIS
2005
Springer
15 years 10 months ago
Training Multi-layer Perceptrons Using MiniMin Approach
Abstract. Multi-layer perceptrons (MLPs) have been widely used in classification and regression task. How to improve the training speed of MLPs has been an interesting field of res...
Liefeng Bo, Ling Wang, Licheng Jiao
COLT
2005
Springer
15 years 10 months ago
Localized Upper and Lower Bounds for Some Estimation Problems
Abstract. We derive upper and lower bounds for some statistical estimation problems. The upper bounds are established for the Gibbs algorithm. The lower bounds, applicable for all ...
Tong Zhang
CONTEXT
2005
Springer
15 years 10 months ago
Granularity as a Parameter of Context
Abstract. Spatial and temporal granularity can be understood as parameters of context restricting the set of accessible objects in a context. Starting from the idea that this selec...
Hedda Rahel Schmidtke
CP
2005
Springer
15 years 10 months ago
Using Constraint Programming for Solving Distance CSP with Uncertainty
Many problems in chemistry, robotics or molecular biology can be expressed as a Distance CSP4 . In this paper, we propose a specific methodology for tackling uncertainties in this...
Carlos Grandón, Bertrand Neveu
CP
2005
Springer
15 years 10 months ago
Local Consistency in Weighted CSPs and Inference in Max-SAT
In this paper we overview our recent work and outline our current line of research: First, we describe the WCSP framework and its related local consistencies. Second, the Max-SAT p...
Federico Heras, Javier Larrosa