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» On the Complexity of Error Explanation
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IJCNN
2007
IEEE
14 years 3 months ago
Evaluation of Performance Measures for SVR Hyperparameter Selection
— To obtain accurate modeling results, it is of primal importance to find optimal values for the hyperparameters in the Support Vector Regression (SVR) model. In general, we sea...
Koen Smets, Brigitte Verdonk, Elsa Jordaan
IJCNN
2006
IEEE
14 years 3 months ago
Ensemble of Neural Network Emulations for Climate Model Physics: The Impact on Climate Simulations
—A new application of the NN ensemble approach is presented. It is applied to NN emulations of model physics in complex numerical climate models, and aimed at improving the accur...
Michael S. Fox-Rabinovitz, Vladimir M. Krasnopolsk...
DATE
2005
IEEE
143views Hardware» more  DATE 2005»
14 years 2 months ago
Energy Bounds for Fault-Tolerant Nanoscale Designs
- The problem of determining lower bounds for the energy cost of a given nanoscale design is addressed via a complexity theory-based approach. This paper provides a theoretical fra...
Diana Marculescu
BIS
2008
92views Business» more  BIS 2008»
13 years 10 months ago
Structural Detection of Deadlocks in Business Process Models
Abstract. A common task in business process modelling is the verification of process models regarding syntactical and structural errors. While the former might be checked with low ...
Ahmed Awad, Frank Puhlmann
SDM
2010
SIAM
166views Data Mining» more  SDM 2010»
13 years 10 months ago
A Permutation Approach to Validation
We give a permutation approach to validation (estimation of out-sample error). One typical use of validation is model selection. We establish the legitimacy of the proposed permut...
Malik Magdon-Ismail, Konstantin Mertsalov