| 2009 | ||
|---|---|---|
| 50 | Anne Condon, Amol Deshpande, Lisa Hellerstein, Ning Wu: Algorithms for distributional and adversarial pipelined filter ordering problems. ACM Transactions on Algorithms 5(2): (2009) | |
| 49 | Lisa Hellerstein, Hans-Ulrich Simon: Special Issue: Learning Theory 2006. J. Comput. Syst. Sci. 75(1): 1 (2009) | |
| 2008 | ||
| 48 | Amol Deshpande, Lisa Hellerstein: Flow Algorithms for Parallel Query Optimization. ICDE 2008: 754-763 | |
| 47 | Lisa Hellerstein: Certificate Complexity and Exact Learning. Encyclopedia of Algorithms 2008 | |
| 46 | Eric Allender, Lisa Hellerstein, Paul McCabe, Toniann Pitassi, Michael E. Saks: Minimizing Disjunctive Normal Form Formulas and AC0 Circuits Given a Truth Table. SIAM J. Comput. 38(1): 63-84 (2008) | |
| 2007 | ||
| 45 | Lisa Hellerstein, Rocco A. Servedio: On PAC learning algorithms for rich Boolean function classes. Theor. Comput. Sci. 384(1): 66-76 (2007) | |
| 2006 | ||
| 44 | Eric Allender, Lisa Hellerstein, Paul McCabe, Toniann Pitassi, Michael E. Saks: Minimizing DNF Formulas and AC0d Circuits Given a Truth Table. IEEE Conference on Computational Complexity 2006: 237-251 | |
| 43 | Anne Condon, Amol Deshpande, Lisa Hellerstein, Ning Wu: Flow algorithms for two pipelined filter ordering problems. PODS 2006: 193-202 | |
| 2005 | ||
| 42 | Yuval Marton, Ning Wu, Lisa Hellerstein: On Compression-Based Text Classification. ECIR 2005: 300-314 | |
| 41 | Bernard Rosell, Lisa Hellerstein, Soumya Ray, David Page: Why skewing works: learning difficult Boolean functions with greedy tree learners. ICML 2005: 728-735 | |
| 40 | Eric Allender, Lisa Hellerstein, Paul McCabe, Toniann Pitassi, Michael E. Saks: Minimizing DNF Formulas and AC0 Circuits Given a Truth Table Electronic Colloquium on Computational Complexity (ECCC)(126): (2005) | |
| 39 | Lisa Hellerstein, Vijay Raghavan: Exact learning of DNF formulas using DNF hypotheses. J. Comput. Syst. Sci. 70(4): 435-470 (2005) | |
| 2004 | ||
| 38 | Bernard Rosell, Lisa Hellerstein: Naïve Bayes with Higher Order Attributes. Canadian Conference on AI 2004: 105-119 | |
| 2002 | ||
| 37 | Lisa Hellerstein, Vijay Raghavan: Exact learning of DNF formulas using DNF hypotheses. STOC 2002: 465-473 | |
| 2001 | ||
| 36 | Lisa Hellerstein: On generalized constraints and certificates. Discrete Mathematics 226(1-3): 211-232 (2001) | |
| 2000 | ||
| 35 | Oya Ekin, Stephan Foldes, Peter L. Hammer, Lisa Hellerstein: Equational characterizations of Boolean function classes. Discrete Mathematics 211: 27-51 (2000) | |
| 1999 | ||
| 34 | Joseph M. Hellerstein, Lisa Hellerstein, George Kollios: On the Generation of 2-Dimensional Index Workloads. ICDT 1999: 113-130 | |
| 1998 | ||
| 33 | Howard Aizenstein, Tibor Hegedüs, Lisa Hellerstein, Leonard Pitt: Complexity Theoretic Hardness Results for Query Learning. Computational Complexity 7(1): 19-53 (1998) | |
| 32 | Aaron Feigelson, Lisa Hellerstein: Conjunctions of Unate DNF Formulas: Learning and Structure. Inf. Comput. 140(2): 203-228 (1998) | |
| 31 | Nader H. Bshouty, Lisa Hellerstein: Attribute-Efficient Learning in Query and Mistake-Bound Models. J. Comput. Syst. Sci. 56(3): 310-319 (1998) | |
| 30 | Anne Condon, Lisa Hellerstein, Samuel Pottle, Avi Wigderson: On the Power of Finite Automata with Both Nondeterministic and Probabilistic States. SIAM J. Comput. 27(3): 739-762 (1998) | |
| 1997 | ||
| 29 | Aaron Feigelson, Lisa Hellerstein: The Forbidden Projections of Unate Functions. Discrete Applied Mathematics 77(3): 221-236 (1997) | |
| 1996 | ||
| 28 | Nader H. Bshouty, Lisa Hellerstein: Attribute-Efficient Learning in Query and Mistake-Bound Models. COLT 1996: 235-243 | |
| 27 | Aaron Feigelson, Lisa Hellerstein: Learning Conjunctions of Two Unate DNF Formulas (Extended Abstract): Computational and Informational Results. COLT 1996: 255-265 | |
| 26 | Collette R. Coullard, Lisa Hellerstein: Independence and Port Oracles for Matroids, with an Application to Computational Learning Theory. Combinatorica 16(2): 189-208 (1996) | |
| 25 | Lisa Hellerstein, Krishnan Pillaipakkamnatt, Vijay V. Raghavan, Dawn Wilkins: How Many Queries Are Needed to Learn? J. ACM 43(5): 840-862 (1996) | |
| 1995 | ||
| 24 | Lisa Hellerstein, Krishnan Pillaipakkamnatt, Vijay V. Raghavan, Dawn Wilkins: How many queries are needed to learn? STOC 1995: 190-199 | |
| 23 | Avrim Blum, Lisa Hellerstein, Nick Littlestone: Learning in the Presence of Finitely or Infinitely Many Irrelevant Attributes. J. Comput. Syst. Sci. 50(1): 32-40 (1995) | |
| 22 | Nader H. Bshouty, Thomas R. Hancock, Lisa Hellerstein: Learning Boolean Read-Once Formulas over Generalized Bases. J. Comput. Syst. Sci. 50(3): 521-542 (1995) | |
| 21 | Nader H. Bshouty, Thomas R. Hancock, Lisa Hellerstein: Learning Arithmetic Read-Once Formulas. SIAM J. Comput. 24(4): 706-735 (1995) | |
| 1994 | ||
| 20 | Aditi Dhagat, Lisa Hellerstein: PAC Learning with Irrelevant Attributes FOCS 1994: 64-74 | |
| 19 | Lisa Hellerstein, Collette R. Coullard: Learning Binary Matroid Ports. SODA 1994: 328-335 | |
| 18 | Anne Condon, Lisa Hellerstein, Samuel Pottle, Avi Wigderson: On the power of finite automata with both nondeterministic and probabilistic states (preliminary version). STOC 1994: 676-685 | |
| 17 | Lisa Hellerstein, Garth A. Gibson, Richard M. Karp, Randy H. Katz, David A. Patterson: Coding Techniques for Handling Failures in Large Disk Arrays. Algorithmica 12(2/3): 182-208 (1994) | |
| 16 | Nader H. Bshouty, Thomas R. Hancock, Lisa Hellerstein, Marek Karpinski: An Algorithm to Learn Read-Once Threshold Formulas, and Transformations Between Learning Models. Computational Complexity 4: 37-61 (1994) | |
| 15 | Lisa Hellerstein: Guest Editor's Introduction. Machine Learning 17(2-3): 111-114 (1994) | |
| 1993 | ||
| 14 | Lisa Hellerstein: Functions that are Read-Once on a Subset of their Inputs. Discrete Applied Mathematics 46(3): 235-251 (1993) | |
| 13 | Dana Angluin, Lisa Hellerstein, Marek Karpinski: Learning Read-Once Formulas with Queries. J. ACM 40(1): 185-210 (1993) | |
| 12 | Lisa Hellerstein: Book Review: ``Machine Learning: A Theoretical Approach''. Machine Learning 13: 145-149 (1993) | |
| 1992 | ||
| 11 | Nader H. Bshouty, Thomas R. Hancock, Lisa Hellerstein: Learning Boolean Read-Once Formulas with Arbitrary Symmetric and Constant Fan-in Gates. COLT 1992: 1-15 | |
| 10 | Howard Aizenstein, Lisa Hellerstein, Leonard Pitt: Read-Thrice DNF Is Hard to Learn With Membership and Equivalence Queries FOCS 1992: 523-532 | |
| 9 | Nader H. Bshouty, Thomas R. Hancock, Lisa Hellerstein: Learning Arithmetic Read-Once Formulas STOC 1992: 370-381 | |
| 1991 | ||
| 8 | Avrim Blum, Lisa Hellerstein, Nick Littlestone: Learning in the Presence of Finitely or Infinitely Many Irrelevant Attributes. COLT 1991: 157-166 | |
| 7 | Thomas R. Hancock, Lisa Hellerstein: Learning Read-Once Formulas over Fields and Extended Bases. COLT 1991: 326-336 | |
| 1990 | ||
| 6 | Lisa Hellerstein, Philip N. Klein, Robert Wilber: On the Time-Space Complexity of Reachability Queries for Preprocessed Graphs. Inf. Process. Lett. 35(5): 261-267 (1990) | |
| 1989 | ||
| 5 | Garth A. Gibson, Lisa Hellerstein, Richard M. Karp, Randy H. Katz, David A. Patterson: Failure Correction Techniques for Large Disk Arrays. ASPLOS 1989: 123-132 | |
| 4 | Lisa Hellerstein, Marek Karpinski: Learning Read-Once Formulas Using Membership Queries. COLT 1989: 146-161 | |
| 1987 | ||
| 3 | Stephen Taylor, Lisa Hellerstein, Shmuel Safra, Ehud Y. Shapiro: Notes on the Complexity of Systolic Programs. J. Parallel Distrib. Comput. 4(3): 250-265 (1987) | |
| 1986 | ||
| 2 | Lisa Hellerstein, Ehud Y. Shapiro: Implementing Parallel Algorithms in Concurrent Prolog: The MAXFLOW Experience. J. Log. Program. 3(2): 157-184 (1986) | |
| 1984 | ||
| 1 | Lisa Hellerstein, Ehud Y. Shapiro: Implementing Parallel Algorithms in Concurrent Prolog: The MAXFLOW Experience. SLP 1984: 99-115 | |