On Limitations of Structured (Deterministic) DNNFs

The study of representations for propositional theories has been a central subject in knowledge compilation. Many known representations of propositional knowledge bases are restricted negation normal form circuits (NNFs) or binary decision diagrams. Sentential decision diagrams (SDDs) are one of the...

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Published inTheory of computing systems Vol. 64; no. 5; pp. 799 - 825
Main Authors Bollig, Beate, Buttkus, Matthias
Format Journal Article
LanguageEnglish
Published New York Springer US 01.07.2020
Springer Nature B.V
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ISSN1432-4350
1433-0490
DOI10.1007/s00224-019-09960-w

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Abstract The study of representations for propositional theories has been a central subject in knowledge compilation. Many known representations of propositional knowledge bases are restricted negation normal form circuits (NNFs) or binary decision diagrams. Sentential decision diagrams (SDDs) are one of them, by definition they are restricted structured deterministic DNNFs and more general than ordered binary decision diagrams (OBDDs). In this paper limitations of structured (deterministic) DNNFs and in particular SDDs are considered. The main result in the paper is a quasipolynomial simulation of structured (deterministic) DNNFs by equivalent (unambiguous) nondeterministic OBDDs. The result is tight in the sense that there cannot be a polynomial simulation due to a known separation result. One may ask whether there are simulations in smaller size for restricted structured (deterministic) DNNFs. Answering a question posed by Bova and Szeider ( 2017 ) in the negative it is shown that not every SDD with disjunctions of constant fan-in can be transformed into equivalent OBDDs of polynomial size.
AbstractList The study of representations for propositional theories has been a central subject in knowledge compilation. Many known representations of propositional knowledge bases are restricted negation normal form circuits (NNFs) or binary decision diagrams. Sentential decision diagrams (SDDs) are one of them, by definition they are restricted structured deterministic DNNFs and more general than ordered binary decision diagrams (OBDDs). In this paper limitations of structured (deterministic) DNNFs and in particular SDDs are considered. The main result in the paper is a quasipolynomial simulation of structured (deterministic) DNNFs by equivalent (unambiguous) nondeterministic OBDDs. The result is tight in the sense that there cannot be a polynomial simulation due to a known separation result. One may ask whether there are simulations in smaller size for restricted structured (deterministic) DNNFs. Answering a question posed by Bova and Szeider (2017) in the negative it is shown that not every SDD with disjunctions of constant fan-in can be transformed into equivalent OBDDs of polynomial size.
The study of representations for propositional theories has been a central subject in knowledge compilation. Many known representations of propositional knowledge bases are restricted negation normal form circuits (NNFs) or binary decision diagrams. Sentential decision diagrams (SDDs) are one of them, by definition they are restricted structured deterministic DNNFs and more general than ordered binary decision diagrams (OBDDs). In this paper limitations of structured (deterministic) DNNFs and in particular SDDs are considered. The main result in the paper is a quasipolynomial simulation of structured (deterministic) DNNFs by equivalent (unambiguous) nondeterministic OBDDs. The result is tight in the sense that there cannot be a polynomial simulation due to a known separation result. One may ask whether there are simulations in smaller size for restricted structured (deterministic) DNNFs. Answering a question posed by Bova and Szeider ( 2017 ) in the negative it is shown that not every SDD with disjunctions of constant fan-in can be transformed into equivalent OBDDs of polynomial size.
Author Buttkus, Matthias
Bollig, Beate
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Keywords Ordered binary decision diagrams
Complexity theory
Decomposable negation normal forms
Knowledge compilation
Sentential decision diagrams
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– reference: Bova, S., Szeider, S.: Circuit treewidth, sentential decision, and query compilation. In: Proceedings of the Thirty-sixth ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems, PODS, pp 233–246 (2017)
– reference: BolligBLöbbingMSauerhoffMWegenerIOn the complexity of the hidden weighted bit function for various BDD modelsTheor. Inform. Appl.1999332103115170796410.1051/ita:1999108
– reference: Van den Broeck, G., Darwiche, A.: On the role of canonicity in knowledge compilation. In: Proceedings of the Twenty-Ninth Conference on Artificial Intelligence, AAAI, pp 1641–1648 (2015)
– reference: DarwicheADecomposable negation normal formJ. ACM2001484608647214492410.1145/502090.502091
– reference: Wegener, I.: Branching Programs and Binary Decision Diagrams: Theory and Applications SIAM Monographs on Discrete Mathematics and Applications (2000)
– reference: Bova, S.: SDDs are exponentially more succinct than OBDDs. In: Proceedings of the Thirtieth Conference on Artificial Intelligence, AAAI, pp 929–935 (2016)
– reference: Razgon, I.: Quasipolynomial simulation of DNNF by a non-determinstic read-once branching program. In: Proceedings of the Twenty-first International Conference on Principles and Practice of Constraint Programming, CP, pp 367–375 (2015)
– reference: Marquis, P.: Compile!. In: Proceedings of the Twenty-Ninth Conference on Artificial Intelligence, AAAI, pp 4112–4118 (2015)
– reference: JhaASuciuDKnowledge compilation meets database theory: compiling queries to decision diagramsTheory Comput. Syst.2013523403440302927610.1007/s00224-012-9392-5
– reference: Razgon, I.: On OBDDs for CNFs of bounded treewidth. arXiv:1308.3829v3 (2013)
– reference: Xue, Y., Choi, A., Darwiche, A.: Basing decisions on sentences in decision diagrams. In: Proceedings of the Twenty-Fourth Conference on Artificial Intelligence, AAAI (2012)
– reference: RazgonIOn oblivious branching programs with bounded repetition that cannot efficiently compute CNFs of bounded treewidthTheory Comput. Syst.2017613755776368683110.1007/s00224-016-9714-0
– reference: Bova, S., Capelli, F., Mengel, S., Slivovsky, F.: Knowledge compilation meets communication complexity. In: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI, pp 1008–1014 (2016)
– reference: Oztok, U., Darwiche, A.: A top-down compiler for sentential decision diagrams. In: Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI, pp 3141–3148 (2015)
– reference: BryantROn the complexity of VLSI implementations and graph representations of Boolean functions with application to integer multiplicationIEEE Trans. Comput.1991402205213109403110.1109/12.73590
– reference: Darwiche, A.: SDD: A new canonical representation of propositional knowledge bases. In: Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI, pp 819–826 (2011)
– reference: DarwicheAMarquisPA knowledge compilation mapJ. Artif. Intell. Res.200217229264195079810.1613/jair.989
– reference: RazgonIOn the read-once property of branching programs and CNFs of bounded treewidthAlgorithmica2016752277294350619410.1007/s00453-015-0059-x
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Snippet The study of representations for propositional theories has been a central subject in knowledge compilation. Many known representations of propositional...
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SubjectTerms Canonical forms
Circuit diagrams
Computer Science
Equivalence
Knowledge bases (artificial intelligence)
Knowledge representation
Polynomials
Simulation
Theory of Computation
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