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Cost-Effective Querying Leading To Dual Control (1996)  (Make Corrections)  
Tirthankar RayChaudhuri, Leonard G.C. Hamey



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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" }
Citations (may not include all citations):
111   Active learning with statistical models - Cohn, Ghahramani et al. - 1995
105   Information-based objective functions for active data select.. - MacKay - 1992
83   Query by committee - Seung, Opper et al. - 1992
81   Reinforcement learning: A survey (context) - Kaelbling, Littman et al. - 1996
77   Neural network exploration using optimal experiment design - Cohn - 1994
50   Programming a computer for playing chess (context) - Shannon - 1950
44   Learning in Embedded Systems (context) - Kaelbling - 1993
39   Training connectionist networks with queries and selective s.. (context) - Cohn, Atlas et al. - 1990
27   cross validation and active learning (context) - Krogh, Vedelsby et al. - 1995
22   Data Analysis and Regression - A Second Course in Statistics (context) - Mosteller, Tukey - 1977
20   and query by committee (context) - Freund, Seung et al. - 1993
14   Learning from queries for maximum information gain in imperf.. - Sollich, Saad - 1995
10   A tutorial survey of reinforcement learning - Keerthi, Ravindran - 1995
9   Bayesian query construction for neural network models (context) - Paass, Kindermann - 1995
5   Probability and Mathematical Statistics (context) - Fedorov, Optimal - 1972
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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Minimisation of Data Collection by Active Learning - RayChaudhuri, Hamey (1995)   (Correct)
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