62 search results - page 1 / 13 » Approximating Linear Threshold Predicates |
APPROX
2010
Springer
13 years 6 months ago
2010
Springer
We study constraint satisfaction problems on the domain {-1, 1}, where the given constraints are homogeneous linear threshold predicates. That is, predicates of the form sgn(w1x1 +...
LATIN
2010
Springer
13 years 3 months ago
2010
Springer
A predicate P : {−1, 1}k → {0, 1} can be associated with a constraint satisfaction problem Max CSP(P). P is called “approximation resistant” if Max CSP(P) cannot be approxi...
COCO
2009
Springer
13 years 11 months ago
2009
Springer
We prove two main results on how arbitrary linear threshold functions f(x) = sign(w · x − θ) over the n-dimensional Boolean hypercube can be approximated by simple threshold f...
COCO
2006
Springer
13 years 8 months ago
2006
Springer
COLT
1993
Springer
13 years 8 months ago
1993
Springer
We consider the problem of learning in multilayer feed-forward networks of linear threshold units. We show that the Vapnik-Chervonenkis dimension of the class of functions that ca...