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Abstract: We describe a framework for adaptive astronomical exploration based on iterating an Observation--Inference--Design cycle that allows adjustment of hypotheses and observing protocols in response to the results of observation on-the-fly, as data are gathered. The framework uses a unified Bayesian methodology for the inference and design stages: Bayesian inference to quantify what we have learned from the available data; and Bayesian decision theory to identify which new observations would... (Update)
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BibTeX entry: (Update)
Loredo T.J. Bayesian adaptive exploration. In press: Bayesian Inference and Maximum Entropy Methods in Science and Engineering, Jackson Hole WY, USA, August 2003. http://citeseer.ist.psu.edu/loredo03bayesian.html More
@misc{ loredo03bayesian,
author = "T. Loredo",
title = "Bayesian adaptive exploration",
text = "Loredo T.J. Bayesian adaptive exploration. In press: Bayesian Inference
and Maximum Entropy Methods in Science and Engineering, Jackson Hole WY,
USA, August 2003.",
year = "2003",
url = "citeseer.ist.psu.edu/loredo03bayesian.html" }
Citations (may not include all citations):983 The Art of Scientific Computing (context) - Press, Teukolsky et al. - 1992
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105 Information-based objective functions for active data select.. - MacKay - 1992
44 the measure of information provided by an experiment (context) - Lindley - 1956
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7 Simulation based optimal design - Muller - 1999
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6 Bayesian statistics--a review (context) - Lindley - 1972
3 Exploring expected utility surfaces by markov chains - Clyde, Muller et al. - 1995
2 Optimum design of experiments (context) - Atkinson, Fedorov - 1997
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2 The hubble space telescope extragalactic distance scale key .. (context) - Freedman, Hughes et al. - 1994
2 Maximum entropy sampling and optimal bayesian experimental d.. (context) - Sebastiani, Wynn - 2000
1 Optimal design via curve fitting of monte carlo experiments - Muller, Parmigiani - 1996
1 Sequential Analysis and Optimal Design (context) - Cherno - 1972
1 Bayesian experimental design and shannon information - Sebastiani, Wynn - 1997
1 Computational technology for bayesian inference - Loredo - 1999
1 Bayesian experimental design for multiple hypothesis testing (context) - Toman - 1996
1 Bayesian experimental design (context) - Toman - 1999
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