Unit propagation: Difference between revisions

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The '''Davis–Putnam algorithm''' was developed by [[Martin Davis]] and [[Hilary Putnam]] for checking the validity of a [[first-order logic]] formula using a [[Resolution (logic)|resolution]]-based decision procedure for [[propositional logic]]. Since the set of valid first-order formulas is [[recursively enumerable]] but not [[Recursive set|recursive]], there exists no general algorithm to solve this problem. Therefore, the Davis–Putnam algorithm only terminates on valid formulas. Today, the term "Davis-Putnam algorithm" is often used synonymously with the resolution-based propositional decision procedure that is actually only one of the steps of the original algorithm.
 
The procedure is based on [[Herbrand's theorem]], which implies that an [[satisfiable|unsatisfiable]] formula has an unsatisfiable [[ground instance]], and on the fact that a formula is valid if and only if its negation is unsatisfiable. Taken together, these facts imply that to prove the validity of ''φ'' it is enough to prove that a ground instance of ''¬φ'' is unsatisfiable. If ''φ'' is not valid, then the search for an unsatisfiable ground instance will not terminate.  
 
The procedure roughly consists of these three parts:
* put the formula in [[prenex]] form and eliminate quantifiers
* generate all propositional ground instances, one by one
* check if each instance is satisfiable
 
The last part is probably the most innovative one, and works as follows:
 
* for every variable in the formula
** for every clause <math>c</math> containing the variable and every clause <math>n</math> containing the negation of the variable
*** [[Resolution (logic)|resolve]] ''c'' and ''n'' and add the resolvent to the formula
** remove all original clauses containing the variable or its negation
 
At each step, the intermediate formula generated is [[equisatisfiable]] to the original formula, but it does not retain [[Logical equivalence|equivalence]]. The resolution step leads to a worst-case exponential blow-up in the size of the formula. The [[DPLL algorithm]] is a refinement of the propositional satisfiability step of the Davis–Putnam procedure, that requires only a linear amount of memory in the worst case.
 
==See also==
*[[Herbrandization]]
 
==References==
* {{cite journal
|last=Davis
|first=Martin
| coauthors= Putnam, Hilary
| title=A Computing Procedure for Quantification Theory
| journal =[[Journal of the ACM]]
| volume = 7
| issue = 3
| pages = 201–215
| year = 1960
| url = http://portal.acm.org/citation.cfm?coll=GUIDE&dl=GUIDE&id=321034
| doi=10.1145/321033.321034}}
*{{cite journal
| last=Beckford
| first=Jahbrill
| coauthors=Logemann, George, and Loveland, Donald
| title=A Machine Program for Theorem Proving
| journal =[[Communications of the ACM]]
| volume=5
| issue=7
| pages = 394–397
| year=1962
| url=http://portal.acm.org/citation.cfm?doid=368273.368557
| doi=10.1145/368273.368557}}
* {{cite conference
| author = R. Dechter
| coauthors = I. Rish
| editor = J. Doyle and E. Sandewall and P. Torasso
| year =
| title = Directional Resolution: The Davis–Putnam Procedure, Revisited
| conference =
| booktitle = Principles of Knowledge Representation and Reasoning: Proc. of the Fourth International Conference (KR'94)
| pages = 134–145
| publisher = Starswager18
| url =
| conferenceurl =
}}
* {{cite book|author=John Harrison|title=Handbook of practical logic and automated reasoning|year=2009|publisher=Cambridge University Press|isbn=978-0-521-89957-4|pages=79–90}}
 
{{DEFAULTSORT:Davis-Putnam algorithm}}
[[Category:Boolean algebra]]
[[Category:Constraint programming]]
[[Category:Automated theorem proving]]
 
 
{{formalmethods-stub}}

Latest revision as of 17:01, 27 March 2014

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