Masashi Sugiyama, Hidemitsu Ogawa  Home/Search
Context
Related
| ogawawww.cs.titec...orkshopabst.ps.gz Cached: PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
PS.gz PS Image Update HelpFrom: ogawawww.cs.titech.ac...schedule (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: crossvalidation [2], and also traditional cross-validation. These methods often work well in practice, but the theoretical mechanism for small sample cases is not still clear. For the second approach, the asymptotic approximation is used for estimating the expectation of JG over training input points {xm} M m=1 . This approach includes Akaike's information criterion (AIC) [1] and its various derivatives. Although it is theoretically shown that AIC gives an asymptotic unbiased estimate of the ... (Update)
Similar documents based on text: More All
0.3: On Nicam Datacasting - Ciressan, Prodan (Correct)
0.3: Simultaneous Optimization of Sample Points and Models - Sugiyama, al. (2000) (Correct)
0.3: Active Learning with Model Selection for Optimal Generalization - Sugiyama, Ogawa (2000) (Correct)
BibTeX entry: (Update)
@misc{ sugiyama-subspace,
author = "Masashi Sugiyama and Hidemitsu Ogawa",
title = "Subspace Information Criterion - Unbiased Generalization Error Estimator
for Linear Regression",
url = "citeseer.ist.psu.edu/article/sugiyama00subspace.html" }
Citations (may not include all citations):1291 The nature of statistical learning theory (context) - Vapnik - 1995
594 A new look at the statistical model identification (context) - Akaike - 1974
107 Some comments on CP (context) - Mallows - 1973
85 Network information criterion--- Determining the number of h.. - Murata, Yoshizawa et al. - 1994
70 Smoothing noisy data with spline functions: Estimating the c.. (context) - Craven, Wahba - 1979
22 Subspace information criterion for model selection - Sugiyama, Ogawa - 2000
Documents on the same site (http://ogawa-www.cs.titech.ac.jp/~sugi/schedule.html): More
Model Selection with Small Samples - Masashi Sugiyama Hidemitsu (2001) (Correct)
Image Restoration with Subspace Information Criterion -.. - Sugiyama, Imaizumi.. (2001) (Correct)
Subspace Information Criterion for Sparse Regressors - Tsuda, Sugiyama, Müller (2001) (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC