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STOC
2003
ACM
110views Algorithms» more  STOC 2003»
14 years 4 months ago
New degree bounds for polynomial threshold functions
A real multivariate polynomial p(x1, . . . , xn) is said to sign-represent a Boolean function f : {0, 1}n {-1, 1} if the sign of p(x) equals f(x) for all inputs x {0, 1}n. We gi...
Ryan O'Donnell, Rocco A. Servedio
STOC
2003
ACM
122views Algorithms» more  STOC 2003»
14 years 4 months ago
Learning juntas
We consider a fundamental problem in computational learning theory: learning an arbitrary Boolean function which depends on an unknown set of k out of n Boolean variables. We give...
Elchanan Mossel, Ryan O'Donnell, Rocco A. Servedio
STOC
2003
ACM
124views Algorithms» more  STOC 2003»
14 years 4 months ago
Extractors: optimal up to constant factors
This paper provides the first explicit construction of extractors which are simultaneously optimal up to constant factors in both seed length and output length. More precisely, fo...
Chi-Jen Lu, Omer Reingold, Salil P. Vadhan, Avi Wi...
STOC
2003
ACM
87views Algorithms» more  STOC 2003»
14 years 4 months ago
The intrinsic dimensionality of graphs
We resolve the following conjecture raised by Levin together with Linial, London, and Rabinovich [Combinatorica, 1995]. For a graph G, let dim(G) be the smallest d such that G occ...
Robert Krauthgamer, James R. Lee
STOC
2003
ACM
108views Algorithms» more  STOC 2003»
14 years 4 months ago
Short path queries in planar graphs in constant time
Lukasz Kowalik, Maciej Kurowski
STOC
2003
ACM
171views Algorithms» more  STOC 2003»
14 years 4 months ago
Primal-dual meets local search: approximating MST's with nonuniform degree bounds
We present a new bicriteria approximation algorithm for the degree-bounded minimum-cost spanning tree problem: Given an undirected graph with nonnegative edge weights and degree b...
Jochen Könemann, R. Ravi
STOC
2003
ACM
98views Algorithms» more  STOC 2003»
14 years 4 months ago
Consistent load balancing via spread minimization
Robert D. Kleinberg, Frank Thomson Leighton
STOC
2003
ACM
109views Algorithms» more  STOC 2003»
14 years 4 months ago
Generating random regular graphs
Random regular graphs play a central role in combinatorics and theoretical computer science. In this paper, we analyze a simple algorithm introduced by Steger and Wormald [10] and...
Jeong Han Kim, Van H. Vu
STOC
2003
ACM
154views Algorithms» more  STOC 2003»
14 years 4 months ago
Boosting in the presence of noise
Boosting algorithms are procedures that "boost" low-accuracy weak learning algorithms to achieve arbitrarily high accuracy. Over the past decade boosting has been widely...
Adam Kalai, Rocco A. Servedio