Lisa Hellerstein

Affiliations: 
Computer Science and Engineering Polytechnic Institute of New York University, Brooklyn, NY, NY, United States 
Area:
Computer Science, Computer Engineering, General Engineering
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Publications

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Deshpande A, Hellerstein L, Kletenik D. (2016) Approximation algorithms for stochastic submodular set cover with applications to boolean function evaluation and min-knapsack Acm Transactions On Algorithms. 12
Allen SR, Hellerstein L, Kletenik D, et al. (2015) Evaluation of Monotone DNF Formulas Algorithmica. 1-25
Hellerstein L, Kletenik D, Lin P. (2015) Discrete stochastic submodular maximization: Adaptive vs. non-adaptive vs. offline Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 9079: 235-248
Deshpande A, Hellerstein L, Kletenik D. (2014) Approximation algorithms for stochastic boolean function evaluation and stochastic submodular set cover Proceedings of the Annual Acm-Siam Symposium On Discrete Algorithms. 1453-1467
Hellerstein L, Kletenik D. (2013) On the gap between ess(f) and cnf -size(f) Discrete Applied Mathematics. 161: 19-27
Hellerstein L, Kletenik D. (2012) On the gap between ess(f) and cnf fisize(f) (extended abstract) International Symposium On Artificial Intelligence and Mathematics, Isaim 2012
Hellerstein L, Kletenik D, Sellie L, et al. (2012) Tight bounds on proper equivalence query learning of DNF Journal of Machine Learning Research. 23
Coullard CR, Hellerstein L. (1996) Independence and port oracles for matroids, with an application to computational learning theory Combinatorica. 16: 189-208
Bshouty NH, Hancock TR, Hellerstein L, et al. (1994) An algorithm to learn read-once threshold formulas, and transformations between learning models Computational Complexity. 4: 37-61
Angluin D, Hellerstein L, Karpinski M. (1993) Learning read-once formulas with queries Journal of the Acm. 40: 185-210
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