Lisa Hellerstein
Professor, Department of Computer Science and Engineering, NYU Tandon School of Engineering
A.B. Harvard University, 1984
Ph.D. University of California at Berkeley, 1989
Research Areas
- Algorithms
- Computational Learning Theory
- Machine Learning
- Complexity Theory
- Discrete Mathematics
Selected Papers
-
The Stochastic Score Classification Problem.
Proceedings of the 26th Annual European Symposium on Algorithms (ESA), 2018
(with D. Gkenosis, N. Grammel, and D. Kletenik)
-
Approximation Algorithms for Stochastic Boolean Function Evaluation and Stochastic Submodular Set Cover.
Proceedings of the 25th ACM-SIAM Symposium on Discrete Algorithms (SODA), 2014
(with A. Deshpande and D. Kletenik).
-
Tight bounds on proper equivalence query learning of DNF.
Proceedings of the 25th Conference on Learning Theory (COLT), 2012 (with D. Kletenik, L. Sellie and R.A. Servedio).
-
Algorithms for distributional and adversarial pipelined filter ordering problems.
ACM Transactions on Algorithms, 5(2):1--34, 2009 (with
A. Condon, A. Deshpande, and N. Wu).
-
Minimizing disjunctive normal form formulas and AC0 circuits given a truth table.
SIAM Journal on Computing, 38(1):63--84, 2008
(with E. Allender, P. McCabe, T. Pitassi, M. E. Saks).
- On the power of finite automata with both
nondeterministic and probabilistic states.
SIAM Journal on Computing 27(3): 739-762, 1998.
(with A. Condon, S. Pottle, and A. Wigderson).
- How many queries are needed to learn. JACM 43(5):840-862, 1996 (with K. Pillaipakkamnatt, D.Wilkins, and V. Raghavan).
- Coding techniques for handling failures in large disk arrays.
Algorithmica, 12:182-208, 1994
(with
G. Gibson, R.M. Karp, R.H. Katz, and D.A. Patterson).
- More complete list, with links: See journal papers and book articles and
conference papers.
Courses Taught
- CS2134 (Data Structures and Algorithms)
- CS6923 (Machine Learning)
- CS6753 (Theory of Computation)
- CS3414 (Design and Analysis of Algorithms)
- CS604 (Design and Analysis of Algorithms II)
- CS200 (Programming and Problem Solving (in C++))
Projects