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Abstract: This paper presents the method of data transformation for discovering numeric functions from their examples. Based on the idea of transformations between functions, this method can be viewed as a semantic counterpart to the more common approach of formula construction used in most previous discovery systems. Advantages of the new method include a flexible implementation through the design of transformation rules, and a sound basis for rigorous mathematical analysis to characterize what can be... (Update)
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BibTeX entry: (Update)
@misc{ phan-data,
author = "Thong H. Phan and Ian H. Witten",
title = "Data transformation: A semantically-based approach to function discovery",
url = "citeseer.ist.psu.edu/phan94data.html" }
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14 Data-driven approaches to empirical discovery (context) - Langley, Zytkow - 1989
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12 Discovery of Equations: Experimental Evaluation of Convergen.. (context) - Zembowicz, Zytkow - 1991
8 Discovering Dynamics - Dzeroski, Todorovski - 1993
7 BETA: Mathematics Handbook (context) - Rade, Westergren - 1990
5 A robust approach to numeric discovery (context) - Nordhausen, Langley - 1990
4 A proven domain-independent scientific function finding algo.. - Schaffer - 1990
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1 Information processing, data inferences, and scientific gene.. (context) - Gerwin - 1974
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