Conversion of Limited-Entry Decision Tables to Optimal Computer Programs II

Author:

Reinwald Lewis T.1,Soland Richard M.1

Affiliation:

1. Research Analysis Corporation, McLean, Virginia

Abstract

Given the number of words of computer storage required by the individual tests in a limited-entry decision table, it is sometimes desirable to find an equivalent computer program with minimum total storage requirement. In this paper an algorithm is developed to do this. The rules in the decision table are grouped into action sets, so that several rules with the same actions need not be distinguished. Moreover, if certain combinations of conditions can be excluded from consideration, the algorithm will take advantage of this extra information. The algorithm is initially developed for computer programs possessing a treelike form and then extended to a wider class of programs. The algorithm can be combined with one which finds an equivalent computer program with minimum average processing time, and thus used to find an equivalent computer program which minimizes a cost function which is nondecreasing in both average processing time and total storage requirement.

Publisher

Association for Computing Machinery (ACM)

Subject

Artificial Intelligence,Hardware and Architecture,Information Systems,Control and Systems Engineering,Software

Cited by 31 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Algorithms for optimal dyadic decision trees;Machine Learning;2010-01-28

2. Test sequencing problems arising in test planning and design for testability;IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans;1999-03

3. The power of decision tables;Lecture Notes in Computer Science;1995

4. Optimal partitioning for classification and regression trees;IEEE Transactions on Pattern Analysis and Machine Intelligence;1991-04

5. Designing storage efficient decision trees;IEEE Transactions on Computers;1991-03

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