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E cient Representations of Boolean Functions: The View from Knowledge Compilation

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Please use this identifier to cite or link to this item:http://hdl.handle.net/2115/48458

Title: E cient Representations of Boolean Functions: The View from Knowledge Compilation
Authors: Darwiche, Adnan Browse this author
Issue Date: Jun-2011
Publisher: ERATO湊離散構造処理系プロジェクト
Citation: 2010年度科学技術振興機構ERATO湊離散構造処理系プロジェクト講究録. p.186-187.
Abstract: We provide an overview of the area of knowledge compilation, which is concerned with the systematic study of e cient representations of propositional knowledge bases (aka, Boolean functions). We discuss the two key dimensions of knowledge compilation: succinctness of the representation, and the set of operations it supports in polytime. We focus on two key representations: The well-studied Ordered Binary Decision Diagram (OBDD) and the more recent Decomposable Negation Normal Form (DNNF).We highlight the relationship between these two representations, while stressing some of the more recent developments on DNNFs. This includes lower and upper bounds on the size of DNNFs and how they relate to similar bounds on OBDDs; the notion of a vtree and how it generalizes the notion of a variable order; and the newly discovered notion of “interaction function” and the role it plays in the decomposition and e cient representation of Boolean functions.
Description: ERATOセミナ2010 : No.27. 2010年11月15日
Conference Name: ERATOセミナ
Conference Sequence: 2010
Type: conference presentation
URI: http://hdl.handle.net/2115/48458
Appears in Collections:科学技術振興機構ERATO湊離散構造処理系プロジェクト講究録 > 2010年度

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