The B* Tree Search Algorithm. A Best-First Proof Procedure

Abstract

In this paper we present a new algorithm for searching trees. The algorithm, which we have named B*, finds a proof that an arc at the root of a search tree is better than any other. It does this by attempting to find both the best arc at the root and the simplest proof, in best-first fashion. This strategy determines the order of node expansion. Any node that is expanded is assigned two values: an upper (or optimistic) bound and a lower (or pessimistic) bound. During the course of a search, these bounds at a node tend to converge, producing natural termination of the search. As long as all nodal bounds in a sub-tree are valid, B* will select the best arc at the root of that sub-tree. The B* method assigns a greater responsibility for guiding the search to the evaluation functions that compute the bounds than has been done before. In this way knowledge, rather than a set of arbitrary predefined limits can be used to terminate the search itself. It is interesting to note that the evaluation functions may, measure any properties of the domain, thus resulting in selecting the arc that leads to the greatest quantity of whatever is being measured.

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Document Details

Document Type
Technical Report
Publication Date
Apr 01, 1978
Accession Number
ADA059391

Entities

People

  • Hans J. Berliner

Organizations

  • Carnegie Mellon University

Tags

Communities of Interest

  • Autonomy
  • Materials and Manufacturing Processes

DTIC Thesaurus Topics

  • Air Force
  • Algorithms
  • Artificial Intelligence
  • Autonomous Navigation
  • Bandwidth
  • Computer Science
  • Computers
  • Iterations
  • Machine Learning
  • Random Number Generators
  • Robot Navigation
  • Scientific Research
  • Terminals
  • Test And Evaluation
  • Trees (Data Structures)
  • Universities

Fields of Study

  • Computer science

Readers

  • Applied Combinatorial Optimization and Logic Circuit Design.
  • Approximation Theory.