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Abstract: We propose a practical querying method that incorporates the notion of output dollar value. The approach leads to a method of dual control that uses querying methods directed towards cost optimisation. Employing the basic tenets of the query-by-committee philosophy of Seung and Freund, a novel jack-knifed approach for estimating the distribution of a label, is advocated. We define an expected value function of a label as an exploitation objective - in a costbenefit analysis perspective. A... (Update)
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BibTeX entry: (Update)
@misc{ raychaudhuri-costeffective,
author = "Tirthankar RayChaudhuri and Leonard G.C. Hamey",
title = "Cost-Effective Querying Leading To Dual Control",
url = "citeseer.ist.psu.edu/raychaudhuri96costeffective.html" }
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4 Astrom and Bjorn Wittenmark (context) - Karl - 1989
3 An algorithm for active data collection for learning---feasi.. (context) - RayChaudhuri, Hamey - 1995
3 Patent Specification PCT/AU (context) - Westcott, Hamey et al. - 1995
3 Automation and Remote Control (context) - Fel'dbaum, dual et al. - 1960
2 Minimisation of data collection by active learning (context) - RayChaudhuri, Hamey - 1995
1 certainty equivalence and separation in stochastic control (context) - Bar-Shalom, Tse - 1974
1 Technical Report LOGIC (context) - Matan - 1995
1 Accurate modelling with minimised data collection---an activ.. - RayChaudhuri, Hamey - 1996
1 A connectionist approach to quality assessment of food produ.. - RayChaudhuri, Yeh et al. - 1995
1 Asking Intelligent Questions - the Statistical Mechanics of .. (context) - Sollich - 1995
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