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Abstract: I describe an exploration criterion that attempts to minimize the error of a learner by minimizing its estimated squared bias. I describe experiments with locally-weighted regression on two simple kinematics problems, and observe that this "bias-only" approach outperforms the more common "variance-only" exploration approach, even in the presence of noise. Copyright c fl Massachusetts Institute of Technology, 1995 This report describes research done at the Center for Biological and Computational ... (Update)
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...includes an unknown controlling parameter of the trade o# between the bias and variance, so the optimal solution can not be obtained. Cohn (1997) used resampling methods such as the bootstrapping (Efron Tibshirani, 1993) and the cross validation (Stone, 1974) for estimating...
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BibTeX entry: (Update)
Cohn, D. (1995). Minimizing statistical bias with queries. AI Lab memo AIM1552, Massachusetts Institute of Technology. Available by anonymous ftp from publications.ai.mit.edu. http://citeseer.ist.psu.edu/article/cohn95minimizing.html More
@inproceedings{ cohn97minimizing,
author = "David A. Cohn",
title = "Minimizing Statistical Bias with Queries",
booktitle = "Advances in Neural Information Processing Systems",
volume = "9",
publisher = "The {MIT} Press",
editor = "Michael C. Mozer and Michael I. Jordan and Thomas Petsche",
pages = "417",
year = "1997",
url = "citeseer.ist.psu.edu/article/cohn95minimizing.html" }
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119 Empirical modelbuilding and response surfaces (context) - Box, Draper - 1987
111 Active learning with statistical models - Cohn, Ghahramani et al. - 1995 ACM DBLP
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82 Error-correcting output coding corrects bias and variance - Dietterich, Kong - 1995 DBLP
77 Neural network exploration using optimal experiment design - Cohn - 1994 ACM DBLP
46 Selecting concise training sets from clean data (context) - Plutowski, White - 1993
37 Robot Juggling: An Implementation of Memory-based Learning (context) - Schaal, Atkeson - 1994
9 Bayesian Query Construction for Neural Network Models (context) - Paass, Kindermann - 1994 DBLP
8 Regression by local fitting (context) - Cleveland, Devlin et al. - 1988
3 Bootstrap Methods in Neural Network Time Series Prediction (context) - Connor - 1993
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