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» The Guarding Problem - Complexity and Approximation
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75
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STOC
2007
ACM
120views Algorithms» more  STOC 2007»
16 years 1 months ago
Approximation algorithms for budgeted learning problems
Sudipto Guha, Kamesh Munagala
CORR
2010
Springer
144views Education» more  CORR 2010»
14 years 10 months ago
Fast Approximation Algorithms for Cut-based Problems in Undirected Graphs
We present a general method of designing fast approximation algorithms for cut-based minimization problems in undirected graphs. In particular, we develop a technique that given a...
Aleksander Madry
130
Voted
IPCO
2004
144views Optimization» more  IPCO 2004»
15 years 2 months ago
Hedging Uncertainty: Approximation Algorithms for Stochastic Optimization Problems
Abstract. We study two-stage, finite-scenario stochastic versions of several combinatorial optimization problems, and provide nearly tight approximation algorithms for them. Our pr...
R. Ravi, Amitabh Sinha
IPL
2007
105views more  IPL 2007»
15 years 22 days ago
Approximability of identifying codes and locating-dominating codes
We study the approximability and inapproximability of finding identifying codes and locating-dominating codes of the minimum size. In general graphs, we show that it is possible ...
Jukka Suomela
64
Voted
ADCM
2000
45views more  ADCM 2000»
15 years 20 days ago
Training neural networks with noisy data as an ill-posed problem
This paper is devoted to the analysis of network approximation in the framework of approximation and regularization theory. It is shown that training neural networks and similar n...
Martin Burger, Heinz W. Engl