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» Substring Selectivity Estimation
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IWANN
2001
Springer
15 years 2 months ago
Repeated Measures Multiple Comparison Procedures Applied to Model Selection in Neural Networks
One of the main research concern in neural networks is to find the appropriate network size in order to minimize the trade-off between overfitting and poor approximation. In this ...
Elisa Guerrero Vázquez, Andrés Y&aac...
72
Voted
DAC
1999
ACM
15 years 2 months ago
Stand-by Power Minimization Through Simultaneous Threshold Voltage Selection and Circuit Sizing
We present a new approach for estimation and optimization of the average stand-by power dissipation in large MOS digital circuits. To overcome the complexity of state dependence i...
Supamas Sirichotiyakul, Tim Edwards, Chanhee Oh, J...
GI
2004
Springer
15 years 3 months ago
Methodology for Estimating Network Distances of Gnutella Neighbors
Abstract: In this paper we ask the question how much does the neighborhood selection process of a P2P protocol such as Gnutella respect the underlying Internet topology.
Vinay Aggarwal, Stefan Bender, Anja Feldmann, Arne...
ICPR
2004
IEEE
15 years 10 months ago
Efficient Model Selection for Kernel Logistic Regression
Kernel logistic regression models, like their linear counterparts, can be trained using the efficient iteratively reweighted least-squares (IRWLS) algorithm. This approach suggest...
Gavin C. Cawley, Nicola L. C. Talbot
81
Voted
ESANN
2001
14 years 11 months ago
Penalized least squares, model selection, convex hull classes and neural nets
We develop improved risk bounds for function estimation with models such as single hidden layer neural nets, using a penalized least squares criterion to select the size of the mod...
Gerald H. L. Cheang, Andrew R. Barron