Abstract
We study the hardness of approximation of clause minimum and literal minimum representations of pure Horn functions in n Boolean variables. We show that unless P=NP, it is not possible to approximate in polynomial time the minimum number of clauses and the minimum number of literals of pure Horn CNF representations to within a factor of (Formula presented.). This is the case even when the inputs are restricted to pure Horn 3-CNFs with O(n1+ε) clauses, for some small positive constant ε. Furthermore, we show that even allowing sub-exponential time computation, it is still not possible to obtain constant factor approximations for such problems unless the Exponential Time Hypothesis turns out to be false.
Original language | English (US) |
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Pages (from-to) | 327-363 |
Number of pages | 37 |
Journal | Annals of Mathematics and Artificial Intelligence |
Volume | 71 |
Issue number | 4 |
DOIs | |
State | Published - Aug 1 2014 |
All Science Journal Classification (ASJC) codes
- Artificial Intelligence
- Applied Mathematics
Keywords
- Artificial intelligence
- Boolean functions
- Computational complexity
- Hardness of approximation
- Propositional Horn logic