Because of its promise to support human programmers in developing correct and efficient program code and in reasoning about programs, automatic program synthesis has attracted the attention of researchers and professionals since the 1970s. This book focusses on inductive program synthesis, and especially on the induction of recursive functions; it is organized into three parts on planning, inductive program synthesis, and analogical problem solving and learning. Besides methodological issues in inductive program synthesis, emphasis is placed on its applications to control rule learning for planning. Furthermore, relations to problem solving and learning in cognitive psychology are discussed.
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1. Introduction.- 1. Introduction.- I. Planning.- 2. State-Based Planning.- 3. Constructing Complete Sets of Optimal Plans.- 4. Integrating Function Application in State-Based Planning.- 5. Conclusions and Further Research.- II. Inductive Program Synthesis.- 6. Automatic Programming.- 7. Folding of Finite Program Terms.- 8. Transforming Plans into Finite Programs.- 9. Conclusions and Further Research.- III. Schema Abstraction.- 10. Analogical Reasoning and Generalization.- 11. Structural Similarity in Analogical Transfer.- 12. Programming by Analogy.- 13. Conclusions and Further Research.
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Includes supplementary material: sn.pub/extras
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Produktdetaljer

ISBN
9783540401742
Publisert
2003-08-21
Utgiver
Vendor
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Høyde
233 mm
Bredde
155 mm
Aldersnivå
Research, G, 01
Språk
Product language
Engelsk
Format
Product format
Heftet

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