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A Knowledge Compilation Map

by Adnan Darwiche, Pierre Marquis - Journal of Artificial Intelligence Research , 2002
"... We propose a perspective on knowledge compilation which calls for analyzing different compilation approaches according to two key dimensions: the succinctness of the target compilation language, and the class of queries and transformations that the language supports in polytime. ..."
Abstract - Cited by 225 (31 self) - Add to MetaCart
We propose a perspective on knowledge compilation which calls for analyzing different compilation approaches according to two key dimensions: the succinctness of the target compilation language, and the class of queries and transformations that the language supports in polytime.

A Survey on Knowledge Compilation

by Marco Cadoli, Francesco M. Donini , 1998
"... this paper we survey recent results in knowledge compilation of propositional knowledge bases. We first define and limit the scope of such a technique, then we survey exact and approximate knowledge compilation methods. We include a discussion of compilation for non-monotonic knowledge bases. Keywor ..."
Abstract - Cited by 121 (4 self) - Add to MetaCart
this paper we survey recent results in knowledge compilation of propositional knowledge bases. We first define and limit the scope of such a technique, then we survey exact and approximate knowledge compilation methods. We include a discussion of compilation for non-monotonic knowledge bases

Knowledge compilation and theory approximation

by Henry Kautz, Bart Selman - Journal of the ACM , 1996
"... Computational efficiency is a central concern in the design of knowledge representation systems. In order to obtain efficient systems, it has been suggested that one should limit the form of the statements in the knowledge base or use an incomplete inference mechanism. The former approach is often t ..."
Abstract - Cited by 187 (5 self) - Add to MetaCart
too restrictive for practical applications, whereas the latter leads to uncertainty about exactly what can and cannot be inferred from the knowledge base. We present a third alternative, in which knowledge given in a general representation language is translated (compiled) into a tractable form

A Perspective on Knowledge Compilation

by Adnan Darwiche, Pierre Marquis - In Proc. International Joint Conference on Artificial Intelligence (IJCAI , 2001
"... We provide a perspective on knowledge compilation which calls for analyzing different compilation approaches according to two key dimensions: the succinctness of the target compilation language, and the class of queries and transformations that the language supports in polytime. We argue that ..."
Abstract - Cited by 31 (9 self) - Add to MetaCart
We provide a perspective on knowledge compilation which calls for analyzing different compilation approaches according to two key dimensions: the succinctness of the target compilation language, and the class of queries and transformations that the language supports in polytime. We argue

An Analysis of Approximate Knowledge Compilation

by Alvaro Del Val , 1995
"... Knowledge compilation is the process by which an initial theory \Sigma with respect to which inference is intractable is transformed into one or more "approximate" or equivalent theories with respect to which inference can be performed efficiently. Selman and Kautz introduced Horn lowest u ..."
Abstract - Cited by 25 (5 self) - Add to MetaCart
Knowledge compilation is the process by which an initial theory \Sigma with respect to which inference is intractable is transformed into one or more "approximate" or equivalent theories with respect to which inference can be performed efficiently. Selman and Kautz introduced Horn lowest

Knowledge Compilation Using Horn Approximations

by Bart Selman, Henry Kautz - IN PROCEEDINGS OF AAAI-91 , 1991
"... We present a new approach to developing fast and efficient knowledge representation systems. Previous approaches to the problem of tractable inference have used restricted languages or incomplete inference mechanisms --- problems include lack of expressive power, lack of inferential power, and/or la ..."
Abstract - Cited by 123 (10 self) - Add to MetaCart
/or lack of a formal characterization of what can and cannot be inferred. To overcome these disadvantages, we introduce a knowledge compilation method. We allow the user to enter statements in a general, unrestricted representation language, which the system compiles into a restricted language that allows

Knowledge compilation for description logics

by Ulrich Furbach, Claudia Obermaier - In Nachum Dershowitz and Andrei Voronkov, editors, Proceedings of the Fourteenth International Conference on Logic for Programming, Artificial Intelligence and Reasoning (LPAR), Short papers , 2007
"... Knowledge compilation is a technique for dealing with computational in-tractability of propositional reasoning. Transforming a given knowledge base into a special normal form ([MR03,DH05]) is aiming at efficient rea-soning. We propose to apply this technique to knowledge bases defined ..."
Abstract - Cited by 3 (0 self) - Add to MetaCart
Knowledge compilation is a technique for dealing with computational in-tractability of propositional reasoning. Transforming a given knowledge base into a special normal form ([MR03,DH05]) is aiming at efficient rea-soning. We propose to apply this technique to knowledge bases defined

Existential Closures for Knowledge Compilation

by Pierre Marquis - PROCEEDINGS OF THE TWENTY-SECOND INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE
"... We study the existential closures of several propositional languages L considered recently as target languages for knowledge compilation (KC), namely the incomplete fragments KROM-C, HORN-C, K/H-C, renH-C, AFF, and the corresponding disjunction closures KROM-C[∨], ..."
Abstract - Cited by 3 (1 self) - Add to MetaCart
We study the existential closures of several propositional languages L considered recently as target languages for knowledge compilation (KC), namely the incomplete fragments KROM-C, HORN-C, K/H-C, renH-C, AFF, and the corresponding disjunction closures KROM-C[∨],

Planning graphs and knowledge compilation

by Héctor Geffner - In ICAPS
"... One of the major advances in classical planning has been the development of Graphplan. Graphplan builds a layered structure called the planning graph, and then searches this structure backwards for a plan. Modern SAT and CSP approaches also use the planning graph but replace the regression search by ..."
Abstract - Cited by 15 (3 self) - Add to MetaCart
that the computation of the planning graph corresponds exactly to the iterative computation of prime implicates of size one and two over the logical encoding of the problem with the goals removed. The correspondence between planning graphs and a precise form of knowledge compilation provides a well-founded basis

Duality in Knowledge Compilation Techniques

by Neil V. Murray, Erik Rosenthal - Proceedings of the International Symposium on Methodologies for Intelligent Systems, (ISMIS ‘05, Z. Ras ed.), Lecture Notes in Computer Science , 2005
"... Abstract. Several classes of propositional formulas have been used as target languages for knowledge compilation. Some are based primarily on c-paths (essentially, the clauses in disjunctive normal form); others are based primarily on dpaths. Such duality is not surprising in light of the duality fu ..."
Abstract - Cited by 2 (2 self) - Add to MetaCart
Abstract. Several classes of propositional formulas have been used as target languages for knowledge compilation. Some are based primarily on c-paths (essentially, the clauses in disjunctive normal form); others are based primarily on dpaths. Such duality is not surprising in light of the duality
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