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Encyclopedia > Propositional directed acyclic graph

A propositional directed acyclic graph (PDAG) is a data structure that is used to represent a Boolean function. A Boolean function can be represented as a rooted, directed acyclic graph of the following form: A binary tree, a simple type of branching linked data structure. ... In abstract algebra, a Boolean algebra is an algebraic structure (a collection of elements and operations on them obeying defining axioms) that captures essential properties of both set operations and logic operations. ... A simple directed acyclic graph In computer science and mathematics, a directed acyclic graph, also called a dag or DAG, is a directed graph with no directed cycles; that is, for any vertex v, there is no nonempty directed path starting and ending on v. ...

  • Leaves are labeled with (true), (false), or a Boolean variable.
  • Non-leaves are (logical and), (logical or) and (logical not).
  • - and -nodes have at least one child.
  • -nodes have exactly one child.

Leaves labeled with () represent the constant Boolean function which always evaluates to 1 (0). A leaf labeled with a Boolean variable x is interpreted as the assignment x = 1, i.e. it represents the Boolean function which evaluates to 1 if and only if x = 1. The Boolean function represented by a -node is the one that evaluates to 1, if and only if the Boolean function of all its children evaluate to 1. Similarly, a -node represents the Boolean function that evaluates to 1, if and only if the Boolean function of at least one child evaluates to 1. Finally, a -node represents the complemenatary Boolean function its child, i.e. the one that evaluates to 1, if and only if the Boolean function of its child evaluates to 0.


PDAG, BDD, and NNF

Every binary decision diagram (BDD) and every negation normal form (NNF) is also a PDAG with some particular properties. The following pictures represent the Boolean function f(x1,x2,x3) = − x1 * − x2 * − x3 + x1 * x2 + x2 * x3: A binary decision diagram (BDD), like a negation normal form (NNF) or a propositional directed acyclic graph (PDAG), is a data structure that is used to represent a Boolean function. ... A logical formula is in negation normal form if negation occurs only immediately above elementary propositions. ...

BDD for the function f
BDD for the function f
PDAG for the function f obtained from the BDD
Enlarge
PDAG for the function f obtained from the BDD
PDAG for the function f
Enlarge
PDAG for the function f

Image File history File links BDD_simple. ... Image File history File links BDD_simple. ...

See also

A binary tree, a simple type of branching linked data structure. ... To meet Wikipedias quality standards, this article or section may require cleanup. ...

References

  • M. Wachter & R. Haenni, "Propositional DAGs: a New Graph-Based Language for Representing Boolean Functions", KR'06, 10th International Conference on Principles of Knowledge Representation and Reasoning, Lake District, UK, 2006.
  • M. Wachter & R. Haenni, "Probabilistic Equivalence Checking with Propositional DAGs", Technical Report iam-2006-001, Institute of Computer Science and Applied Mathematics, University of Bern, Switzerland, 2006.
  • M. Wachter, R. Haenni & J. Jonczy, "Reliability and Diagnostics of Modular Systems: a New Probabilistic Approach", DX'06, 18th International Workshop on Principles of Diagnosis, Peñaranda de Duero, Burgos, Spain, 2006.


 

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