2008 |
126 | EE | Amos Beimel,
Francesco Bergadano,
Nader H. Bshouty,
Eyal Kushilevitz,
Stefano Varricchio:
Learning Automata.
Encyclopedia of Algorithms 2008 |
125 | EE | Laurence Bisht,
Nader H. Bshouty,
Lawrance Khoury:
Learning with errors in answers to membership queries.
J. Comput. Syst. Sci. 74(1): 2-15 (2008) |
124 | EE | Nader H. Bshouty,
Claudio Gentile:
Guest Editors' Introduction: Special issue on Learning Theory (COLT-2007).
Machine Learning 72(1-2): 1-4 (2008) |
2007 |
123 | | Nader H. Bshouty,
Claudio Gentile:
Learning Theory, 20th Annual Conference on Learning Theory, COLT 2007, San Diego, CA, USA, June 13-15, 2007, Proceedings
Springer 2007 |
122 | EE | Rotem Bennet,
Nader H. Bshouty:
Learning attribute-efficiently with corrupt oracles.
Theor. Comput. Sci. 387(1): 32-50 (2007) |
2006 |
121 | EE | Nader H. Bshouty,
Iddo Bentov:
On Exact Learning from Random Walk.
ALT 2006: 184-198 |
120 | EE | Nader H. Bshouty,
Ehab Wattad:
On Exact Learning Halfspaces with Random Consistent Hypothesis Oracle.
ALT 2006: 48-62 |
119 | EE | Laurence Bisht,
Nader H. Bshouty,
Hanna Mazzawi:
On Optimal Learning Algorithms for Multiplicity Automata.
COLT 2006: 184-198 |
118 | EE | Nader H. Bshouty,
Hanna Mazzawi:
Exact Learning Composed Classes with a Small Number of Mistakes.
COLT 2006: 199-213 |
117 | EE | Nader H. Bshouty,
Michael Kaminski:
Polynomial multiplication over finite fields: from quadratic to straight-line complexity.
Computational Complexity 15(3): 252-262 (2006) |
116 | EE | Nader H. Bshouty,
Lynn Burroughs:
Maximizing agreements and coagnostic learning.
Theor. Comput. Sci. 350(1): 24-39 (2006) |
2005 |
115 | EE | Rotem Bennet,
Nader H. Bshouty:
Learning Attribute-Efficiently with Corrupt Oracles.
ALT 2005: 183-197 |
114 | EE | Nader H. Bshouty,
Jeffrey C. Jackson,
Christino Tamon:
Exploring learnability between exact and PAC.
J. Comput. Syst. Sci. 70(4): 471-484 (2005) |
113 | EE | Nader H. Bshouty,
Elchanan Mossel,
Ryan O'Donnell,
Rocco A. Servedio:
Learning DNF from random walks.
J. Comput. Syst. Sci. 71(3): 250-265 (2005) |
112 | EE | Nader H. Bshouty,
Lynn Burroughs:
Maximizing Agreements with One-Sided Error with Applications to Heuristic Learning.
Machine Learning 59(1-2): 99-123 (2005) |
2004 |
111 | EE | Nader H. Bshouty:
Polynomial Time Prediction Strategy with Almost Optimal Mistake Probability.
COLT 2004: 64-76 |
110 | EE | Laurence Bisht,
Nader H. Bshouty,
Lawrance Khoury:
Learning with Errors in Answers to Membership Queries.
FOCS 2004: 611-620 |
109 | EE | Nader H. Bshouty,
Jeffrey C. Jackson,
Christino Tamon:
More efficient PAC-learning of DNF with membership queries under the uniform distribution.
J. Comput. Syst. Sci. 68(1): 205-234 (2004) |
2003 |
108 | EE | Nader H. Bshouty,
Elchanan Mossel,
Ryan O'Donnell,
Rocco A. Servedio:
Learning DNF from Random Walks.
FOCS 2003: 189- |
107 | EE | Nader H. Bshouty:
The monotone theory for the PAC-model.
Inf. Comput. 186(1): 20-35 (2003) |
106 | EE | Nader H. Bshouty,
Jeffrey C. Jackson,
Christino Tamon:
Uniform-distribution attribute noise learnability.
Inf. Comput. 187(2): 277-290 (2003) |
105 | EE | Nader H. Bshouty,
Lynn Burroughs:
On the Proper Learning of Axis-Parallel Concepts.
Journal of Machine Learning Research 4: 157-176 (2003) |
2002 |
104 | EE | Nader H. Bshouty,
Lynn Burroughs:
Maximizing Agreements and CoAgnostic Learning.
ALT 2002: 83-97 |
103 | EE | Nader H. Bshouty,
Jeffrey C. Jackson,
Christino Tamon:
Exploring Learnability between Exact and PAC.
COLT 2002: 244-254 |
102 | EE | Nader H. Bshouty,
Lynn Burroughs:
Bounds for the Minimum Disagreement Problem with Applications to Learning Theory.
COLT 2002: 271-286 |
101 | EE | Nader H. Bshouty,
Lynn Burroughs:
On the Proper Learning of Axis Parallel Concepts.
COLT 2002: 287-302 |
100 | EE | Nader H. Bshouty,
Dmitry Gavinsky:
PAC = PAExact and Other Equivalent Models in Learning.
FOCS 2002: 167-176 |
99 | EE | Nader H. Bshouty,
Lynn Burroughs:
On the proper learning of axis parallel concepts
Electronic Colloquium on Computational Complexity (ECCC)(019): (2002) |
98 | EE | Nader H. Bshouty,
Vitaly Feldman:
On Using Extended Statistical Queries to Avoid Membership Queries.
Journal of Machine Learning Research 2: 359-395 (2002) |
97 | EE | Nader H. Bshouty,
Dmitry Gavinsky:
On Boosting with Polynomially Bounded Distributions.
Journal of Machine Learning Research 3: 483-506 (2002) |
96 | EE | Nader H. Bshouty,
Nadav Eiron:
Learning Monotone DNF from a Teacher that Almost Does Not Answer Membership Queries.
Journal of Machine Learning Research 3: 49-57 (2002) |
95 | EE | Nader H. Bshouty,
Yishay Mansour:
Simple Learning Algorithms for Decision Trees and Multivariate Polynomials.
SIAM J. Comput. 31(6): 1909-1925 (2002) |
94 | | Nader H. Bshouty,
Nadav Eiron,
Eyal Kushilevitz:
PAC learning with nasty noise.
Theor. Comput. Sci. 288(2): 255-275 (2002) |
2001 |
93 | EE | Nader H. Bshouty,
Dmitry Gavinsky:
On Boosting with Optimal Poly-Bounded Distributions.
COLT/EuroCOLT 2001: 490-506 |
92 | EE | Nader H. Bshouty,
Vitaly Feldman:
On Using Extended Statistical Queries to Avoid Membership Queries.
COLT/EuroCOLT 2001: 529-545 |
91 | EE | Nader H. Bshouty,
Nadav Eiron:
Learning Monotone DNF from a Teacher That Almost Does Not Answer Membership Queries.
COLT/EuroCOLT 2001: 546-557 |
90 | EE | Nader H. Bshouty,
Avi Owshanko:
Learning Regular Sets with an Incomplete Membership Oracle.
COLT/EuroCOLT 2001: 574-588 |
2000 |
89 | EE | Amos Beimel,
Francesco Bergadano,
Nader H. Bshouty,
Eyal Kushilevitz,
Stefano Varricchio:
Learning functions represented as multiplicity automata.
J. ACM 47(3): 506-530 (2000) |
1999 |
88 | EE | Nader H. Bshouty,
Nadav Eiron,
Eyal Kushilevitz:
PAC Learning with Nasty Noise.
ATL 1999: 206-218 |
87 | EE | Nader H. Bshouty,
Jeffrey C. Jackson,
Christino Tamon:
More Efficient PAC-Learning of DNF with Membership Queries Under the Uniform Distribution.
COLT 1999: 286-295 |
86 | EE | Elias Abboud,
Nader Agha,
Nader H. Bshouty,
Nizar Radwan,
Fathi Saleh:
Learning Threshold Functions with Small Weights Using Membership Queries.
COLT 1999: 318-322 |
85 | EE | Nader H. Bshouty,
Jeffrey C. Jackson,
Christino Tamon:
Uniform-Distribution Attribute Noise Learnability.
COLT 1999: 75-80 |
84 | EE | Nader H. Bshouty,
David K. Wilson:
On Learning in the Presence of Unspecified Attribute Values.
COLT 1999: 81-87 |
83 | EE | Nader H. Bshouty,
Lisa Higham,
Jolanta Warpechowska-Gruca:
Meeting Times of Random Walks on Graphs.
Inf. Process. Lett. 69(5): 259-265 (1999) |
82 | | Nader H. Bshouty:
Lower Bounds for the Complexity of Functions in a Realistic RAM Model.
J. Algorithms 32(1): 1-20 (1999) |
81 | | Nader H. Bshouty,
Jeffrey C. Jackson:
Learning DNF over the Uniform Distribution Using a Quantum Example Oracle.
SIAM J. Comput. 28(3): 1136-1153 (1999) |
1998 |
80 | | Nader H. Bshouty,
Lynn Burroughs:
Massaging a Linear Programming Solution to Give a 2-Approximation for a Generalization of the Vertex Cover Problem.
STACS 1998: 298-308 |
79 | EE | Nader H. Bshouty:
A New Composition Theorem for Learning Algorithms.
STOC 1998: 583-589 |
78 | | Nader H. Bshouty,
Christino Tamon,
David K. Wilson:
On Learning Decision Trees with Large Output Domains.
Algorithmica 20(1): 77-100 (1998) |
77 | | Nader H. Bshouty,
Christino Tamon,
David K. Wilson:
Learning Matrix Functions over Rings.
Algorithmica 22(1/2): 91-111 (1998) |
76 | EE | Nader H. Bshouty:
A New Composition Theorem for Learning Algorithms
Electronic Colloquium on Computational Complexity (ECCC) 5(13): (1998) |
75 | EE | Nader H. Bshouty,
Jeffrey C. Jackson,
Christino Tamon:
Attribute Efficient PAC Learning of DNF with Membership Queries under the Uniform Distribution
Electronic Colloquium on Computational Complexity (ECCC) 5(76): (1998) |
74 | | Nader H. Bshouty,
Sally A. Goldman,
H. David Mathias:
Noise-Tolerant Parallel Learning of Geometric Concepts.
Inf. Comput. 147(1): 89-110 (1998) |
73 | EE | Nader H. Bshouty,
Christino Tamon,
David K. Wilson:
On Learning width Two Branching Programs.
Inf. Process. Lett. 65(4): 217-222 (1998) |
72 | EE | Nader H. Bshouty,
Sally A. Goldman,
H. David Mathias,
Subhash Suri,
Hisao Tamaki:
Noise-Tolerant Distribution-Free Learning of General Geometric Concepts.
J. ACM 45(5): 863-890 (1998) |
71 | EE | Nader H. Bshouty:
On the Direct Sum Conjecture in the Straight Line Model.
J. Complexity 14(1): 49-62 (1998) |
70 | | Daoud Bshouty,
Nader H. Bshouty:
On Interpolating Arithmetic Read-Once Formulas with Exponentiation.
J. Comput. Syst. Sci. 56(1): 112-124 (1998) |
69 | | Nader H. Bshouty,
Lisa Hellerstein:
Attribute-Efficient Learning in Query and Mistake-Bound Models.
J. Comput. Syst. Sci. 56(3): 310-319 (1998) |
68 | | Nader H. Bshouty,
Richard Cleve:
Interpolating Arithmetic Read-Once Formulas in Parallel.
SIAM J. Comput. 27(2): 401-413 (1998) |
67 | | Nader H. Bshouty,
Paul W. Goldberg,
Sally A. Goldman,
H. David Mathias:
Exact Learning of Discretized Geometric Concepts.
SIAM J. Comput. 28(2): 674-699 (1998) |
1997 |
66 | | Francesco Bergadano,
Nader H. Bshouty,
Christino Tamon,
Stefano Varricchio:
On Learning Programs and Small Depth Circuits.
EuroCOLT 1997: 150-161 |
65 | | Nader H. Bshouty,
Christino Tamon,
David K. Wilson:
Learning Matrix Functions over Rings.
EuroCOLT 1997: 27-37 |
64 | EE | Shai Ben-David,
Nader H. Bshouty,
Eyal Kushilevitz:
A Composition Theorem for Learning Algorithms with Applications to Geometric Concept Classes.
STOC 1997: 324-333 |
63 | | Nader H. Bshouty:
Simple Learning Algorithms Using Divide and Conquer.
Computational Complexity 6(2): 174-194 (1997) |
62 | EE | Nader H. Bshouty:
On Learning Multivariate Polynomials Under the Uniform Distribution.
Inf. Process. Lett. 61(6): 303-309 (1997) |
61 | EE | Nader H. Bshouty,
Yishay Mansour,
Baruch Schieber,
Prasoon Tiwari:
A Tight Bound for Approximating the Square Root.
Inf. Process. Lett. 63(4): 211-213 (1997) |
60 | | Nader H. Bshouty:
Exact Learning of Formulas in Parallel.
Machine Learning 26(1): 25-41 (1997) |
1996 |
59 | EE | Nader H. Bshouty,
Christino Tamon,
David K. Wilson:
On Learning width Two Branching Programs (Extended Abstract).
COLT 1996: 224-227 |
58 | EE | Nader H. Bshouty,
Lisa Hellerstein:
Attribute-Efficient Learning in Query and Mistake-Bound Models.
COLT 1996: 235-243 |
57 | | Amos Beimel,
Francesco Bergadano,
Nader H. Bshouty,
Eyal Kushilevitz,
Stefano Varricchio:
On the Applications of Multiplicity Automata in Learning.
FOCS 1996: 349-358 |
56 | EE | Nader H. Bshouty:
Towards the Learnability of DNF Formulae.
STOC 1996: 131-140 |
55 | EE | Nader H. Bshouty,
Sally A. Goldman,
H. David Mathias,
Subhash Suri,
Hisao Tamaki:
Noise-Tolerant Distribution-Free Learning of General Geometric Concepts.
STOC 1996: 151-160 |
54 | EE | Shai Ben-David,
Nader H. Bshouty,
Eyal Kushilevitz:
A Composition Theorem for Learning Algorithms with Applications to Geometric Concept Classes
Electronic Colloquium on Computational Complexity (ECCC) 3(59): (1996) |
53 | EE | Francesco Bergadano,
Nader H. Bshouty,
Stefano Varricchio:
Learning Multivariate Polynomials from Substitution and Equivalence Queries
Electronic Colloquium on Computational Complexity (ECCC) 3(8): (1996) |
52 | EE | Francesco Bergadano,
Nader H. Bshouty,
Christino Tamon,
Stefano Varricchio:
On Learning Branching Programs and Small Depth Circuits
Electronic Colloquium on Computational Complexity (ECCC) 3(9): (1996) |
51 | EE | Nader H. Bshouty:
A Subexponential Exact Learning Algorithm for DNF Using Equivalence Queries.
Inf. Process. Lett. 59(1): 37-39 (1996) |
50 | EE | Nader H. Bshouty,
Christino Tamon:
On the Fourier Spectrum of Monotone Functions.
J. ACM 43(4): 747-770 (1996) |
49 | | Nader H. Bshouty,
Sally A. Goldman,
Thomas R. Hancock,
Sleiman Matar:
Asking Questions to Minimize Errors.
J. Comput. Syst. Sci. 52(2): 268-286 (1996) |
48 | | Nader H. Bshouty,
Richard Cleve,
Ricard Gavaldà,
Sampath Kannan,
Christino Tamon:
Oracles and Queries That Are Sufficient for Exact Learning.
J. Comput. Syst. Sci. 52(3): 421-433 (1996) |
1995 |
47 | EE | Nader H. Bshouty,
Jeffrey C. Jackson:
Learning DNF over the Uniform Distribution using a Quantum Example Oracle.
COLT 1995: 118-127 |
46 | EE | Nader H. Bshouty,
Christino Tamon,
David K. Wilson:
On Learning Decision Trees with Large Output Domains (Extended Abstract).
COLT 1995: 190-197 |
45 | EE | Nader H. Bshouty,
Zhixiang Chen,
Scott E. Decatur,
Steven Homer:
On the Learnability of Zn-DNF Formulas (Extended Abstract).
COLT 1995: 198-205 |
44 | EE | Nader H. Bshouty,
Sally A. Goldman,
H. David Mathias:
Noise-Tolerant Parallel Learning of Geometric Concepts.
COLT 1995: 345-352 |
43 | EE | Nader H. Bshouty:
Simple Learning Algorithms Using Divide and Conquer.
COLT 1995: 447-453 |
42 | EE | Nader H. Bshouty:
A Note on Learning Multivariate Polynomials Under the Uniform Distribution (Extended Abstract).
COLT 1995: 79-82 |
41 | | Nader H. Bshouty,
Yishay Mansour:
Simple Learning Algorithms for Decision Trees and Multivariate Polynomials.
FOCS 1995: 304-311 |
40 | EE | Nader H. Bshouty,
Christino Tamon:
On the Fourier spectrum of monotone functions (Extended Abstract).
STOC 1995: 219-228 |
39 | EE | Nader H. Bshouty,
Richard Cleve,
Ricard Gavaldà,
Sampath Kannan,
Christino Tamon:
Oracles and Queries That Are Sufficient for Exact Learning
Electronic Colloquium on Computational Complexity (ECCC) 2(15): (1995) |
38 | EE | Nader H. Bshouty,
Christino Tamon:
On the Fourier spectrum of Monotone Functions
Electronic Colloquium on Computational Complexity (ECCC) 2(32): (1995) |
37 | EE | Nader H. Bshouty:
The Monotone Theory for the PAC-Model
Electronic Colloquium on Computational Complexity (ECCC) 2(59): (1995) |
36 | EE | Nader H. Bshouty:
A Subexponential Exact Learning Algorithm for DNF Using Equivalence Queries
Electronic Colloquium on Computational Complexity (ECCC) 2(60): (1995) |
35 | EE | Nader H. Bshouty:
Exact Learning Boolean Functions via the Monotone Theory
Electronic Colloquium on Computational Complexity (ECCC) 2(8): (1995) |
34 | | Nader H. Bshouty:
Exact Learning Boolean Function via the Monotone Theory.
Inf. Comput. 123(1): 146-153 (1995) |
33 | EE | Nader H. Bshouty:
On the Additive Complexity of 2 x 2 Matrix Multiplication.
Inf. Process. Lett. 56(6): 329-335 (1995) |
32 | | 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) |
31 | | Nader H. Bshouty,
Richard Cleve,
Wayne Eberly:
Size-Depth Tradeoffs for Algebraic Formulas.
SIAM J. Comput. 24(4): 682-705 (1995) |
30 | | Nader H. Bshouty,
Thomas R. Hancock,
Lisa Hellerstein:
Learning Arithmetic Read-Once Formulas.
SIAM J. Comput. 24(4): 706-735 (1995) |
1994 |
29 | EE | Nader H. Bshouty,
Richard Cleve,
Sampath Kannan,
Christino Tamon:
Oracles and Queries that are Sufficient for Exact Learning (Extended Abstract).
COLT 1994: 130-139 |
28 | EE | Daoud Bshouty,
Nader H. Bshouty:
On Learning Arithmetic Read-Once Formulas with Exponentiation (Extended Abstract).
COLT 1994: 311-317 |
27 | | Nader H. Bshouty,
Zhixiang Chen,
Steven Homer:
On Learning Discretized Geometric Concepts (Extended Abstract)
FOCS 1994: 54-63 |
26 | | 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) |
25 | | Nader H. Bshouty:
On the Complexity of Bilinear Forms over Associative Algebras.
SIAM J. Comput. 23(4): 815-833 (1994) |
1993 |
24 | EE | Nader H. Bshouty,
Sally A. Goldman,
Thomas R. Hancock,
Sleiman Matar:
Asking Questions to Minimize Errors.
COLT 1993: 41-50 |
23 | | Nader H. Bshouty:
On the Direct Sum Conjecture in the Straight Line Model.
ESA 1993: 85-96 |
22 | | Nader H. Bshouty:
Exact Learning via the Monotone Theory (Extended Abstract)
FOCS 1993: 302-311 |
21 | EE | Nader H. Bshouty:
On the Complexity of Functions for Random Access Machines.
J. ACM 40(2): 211-223 (1993) |
1992 |
20 | EE | 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 |
19 | | Nader H. Bshouty,
Richard Cleve:
On the Exact Learning of Formulas in Parallel (Extended Abstract)
FOCS 1992: 513-522 |
18 | | Nader H. Bshouty,
Geoffrey T. Falk:
Compression of Dictionaries via Extensions to Front Coding.
ICCI 1992: 361-364 |
17 | | Nader H. Bshouty:
Lower Bounds for the Complexity of Functions in a Realistic RAM Model.
ISTCS 1992: 12-23 |
16 | | Nader H. Bshouty,
Thomas R. Hancock,
Lisa Hellerstein:
Learning Arithmetic Read-Once Formulas
STOC 1992: 370-381 |
15 | | Nader H. Bshouty,
Yishay Mansour,
Baruch Schieber,
Prasoon Tiwari:
Fast Exponentiation Using the Truncation Operation.
Computational Complexity 2: 244-255 (1992) |
14 | | Nader H. Bshouty:
A Lower Bound for the Multiplication of Polynomials Modulo a Polynomial.
Inf. Process. Lett. 41(6): 321-326 (1992) |
13 | | Amir Averbuch,
Nader H. Bshouty,
Michael Kaminski:
A Classification of Algorithms for Multiplying Polynomials of Small Degree over Finite Fields.
J. Algorithms 13(4): 577-588 (1992) |
1991 |
12 | | Nader H. Bshouty,
Richard Cleve,
Wayne Eberly:
Size-Depth Tradeoffs for Algebraic Formulae
FOCS 1991: 334-341 |
11 | | Nader H. Bshouty:
Lower Bounds for Algebraic Computation Trees of Functions with Finite Domains.
ICCI 1991: 55-65 |
1990 |
10 | | Nader H. Bshouty,
Michael Kaminski:
Multiplication of Polynomials over Finite Fields.
SIAM J. Comput. 19(3): 452-456 (1990) |
9 | | Nader H. Bshouty:
Maximal Rank of m x n x (mn - k) Tensors.
SIAM J. Comput. 19(3): 467-471 (1990) |
8 | | Nader H. Bshouty,
Gadiel Seroussi:
Generalizations of the Normal Basis Theorem of Finite Fields.
SIAM J. Discrete Math. 3(3): 330-337 (1990) |
1989 |
7 | | Nader H. Bshouty:
On the Extended Direct Sum Conjecture
STOC 1989: 177-185 |
6 | EE | Michael Kaminski,
Nader H. Bshouty:
Multiplicative complexity of polynomial multiplication over finite fields.
J. ACM 36(1): 150-170 (1989) |
5 | | Nader H. Bshouty:
A Lower Bound for Matrix Multiplication.
SIAM J. Comput. 18(4): 759-765 (1989) |
1988 |
4 | | Nader H. Bshouty:
A Lower Bound for Matrix Multiplication
FOCS 1988: 64-67 |
3 | | Gadiel Seroussi,
Nader H. Bshouty:
Vector sets for exhaustive testing of logic circuits.
IEEE Transactions on Information Theory 34(3): 513-522 (1988) |
2 | | Michael Kaminski,
David G. Kirkpatrick,
Nader H. Bshouty:
Addition Requirements for Matrix and Transposed Matrix Products.
J. Algorithms 9(3): 354-364 (1988) |
1987 |
1 | | Michael Kaminski,
Nader H. Bshouty:
Multiplicative complexity of polynomial multiplication over finite fields (Extended abstract)
FOCS 1987: 138-140 |