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PROGOL: Computer Science, Inductive Logic Programming, Ehud Shapiro -

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2026-03-20
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Please note that the content of this book primarily consists of articles available from Wikipedia or other free sources online. In computer science, Progol is an implementation of Inductive Logic Programming that combines Inverse Entailment with general-to-specific search through a refinement graph. Inverse Entailment is used with mode declarations to derive the most-specific clause within the mode language ... Täydellinen kuvaus

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Kuvaus

Please note that the content of this book primarily consists of articles available from Wikipedia or other free sources online. In computer science, Progol is an implementation of Inductive Logic Programming that combines Inverse Entailment with general-to-specific search through a refinement graph. Inverse Entailment is used with mode declarations to derive the most-specific clause within the mode language which entails a given example. This clause is used to guide a refinement-graph search. Unlike the searches of Ehud Shapiro's MIS and J. Ross Quinlan's FOIL, Progol's search is efficient and has a provable guarantee of returning a solution having the maximum "compression" in the search-space. To do so it performs an admissible A*-like search, guided by compression, over clauses which subsume the most specific clause. Progol deals with noisy data by using the compression measure to trade-off the description of errors against the hypothesis description length. Progol allows arbitrary Prolog programs as background knowledge and arbitrary definite clauses as examples. Despite this, in bench-tests the efficiency of Progol compares favourably with FOIL.

Lisätietoja

Julkaisija OmniScriptum
Julkaisuvuosi 2026
Kannen tyyppi Pehmeäkantinen
EAN 9786131379741
Kirjoita oma arvostelusi
Arvostelet: PROGOL: Computer Science, Inductive Logic Programming, Ehud Shapiro
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146,80 € 195,73 €