The Effective Number of Parameters: An Analysis of Generalization and Regularization in Nonlinear Learning Systems

A new look at the statistical model identification

1974 • 46,507 citations

Generalized Linear Models

2005 • 21,170 citations

Information Theory and an Extension of the Maximum Likelihood Principle

1998 • 16,234 citations

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1995 • 2,192 citations

Statistical Predictor Identification

1998 • 1,221 citations

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1995 • 1,139 citations

Spline Smoothing and Nonparametric Regression.

1989 • 1,056 citations

Note on generalization, regularization and architecture selection in nonlinear learning systems

2002 • 135 citations

Principled Architecture Selection for Neural Networks: Application to Corporate Bond Rating Prediction

1991 • 105 citations