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There is large body of work from the mid 1980s and early 1990s that addresses the question of hardness, sensitivity and robustness from various statistical phys
by gajomi 13y ago
There is large body of work from the mid 1980s and early 1990s that addresses the question of hardness, sensitivity and robustness from various statistical physics/computer science collaborations. Of course, it is still ongoing, but that was a big period. The basic thrust of this program is to take methods from statistical mechanics and use them calculate not just worst case complexity, but also average case, best case, and everything in between. It is hard to think of a reference to end all references, but as far as books go you might want to check out: http://www.amazon.com/The-Nature-Computation-Cristopher-Moore/dp/0199233217 http://www.amazon.com/The-Nature-Computation-Cristopher-Moor.... For an article that briefly addresses some results related to kSAT there is: http://www.cs.cornell.edu/selman/papers/pdf/99.nature.phase.pdf http://www.cs.cornell.edu/selman/papers/pdf/99.nature.phase.....