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Some Fast Heuristics for Inferring a Boolean Function from Examples

In: Data Mining and Knowledge Discovery via Logic-Based Methods

Author

Listed:
  • Evangelos Triantaphyllou

    (Louisiana State University)

Abstract

The previous two chapters discussed the development and key mathematical properties of some branch-and-bound (B&B) branch-and-bound (B&B) approaches for inferring a Boolean function in the form of a compact (i.e., with as few clauses as possible) CNF or DNF expression from two collections of disjoint examples. As was described in Chapters 2 and 3, the B&B approaches may take a long time to run (actually, they are of exponential time complexity).

Suggested Citation

  • Evangelos Triantaphyllou, 2010. "Some Fast Heuristics for Inferring a Boolean Function from Examples," Springer Optimization and Its Applications, in: Data Mining and Knowledge Discovery via Logic-Based Methods, chapter 0, pages 73-100, Springer.
    • Handle: RePEc:spr:spochp:978-1-4419-1630-3_4
    DOI: 10.1007/978-1-4419-1630-3_4
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