Learning Monotone Log-Term DNF Formulas under the Uniform Distribution

被引：0

作者：

Y. Sakai

A. Maruoka

机构：

[1] Department of Information and Computer Sciences,

[2] Faculty of Engineering,undefined

[3] Toyo University,undefined

[4] 2100 Kujirai,undefined

[5] Kawagoe 350-8585,undefined

[6] Japan sakai@cs.toyo.ac.jp ,undefined

[7] Graduate School of Information Sciences,undefined

[8] Tohoku University,undefined

[9] Sendai 980-8579,undefined

[10] Japan maruoka@ecei.tohoku.ac.jp,undefined

来源：

Theory of Computing Systems | 2000年 / 33卷

关键词：

Uniform Distribution; Normal Form; Polynomial Time; Learning Model; Disjunctive Normal Form;

D O I：

暂无

中图分类号：

学科分类号：

摘要：

Based on the uniform distribution PAC learning model, the learnability for the class of monotone disjunctive normal form formulas with at most O (log n ) terms, denoted O (log n )-term MDNF, is investigated. Using the technique of restriction, an algorithm that learns O (log n )-term MDNF by examples in polynomial time is given.

引用

页码：17 / 33

页数：16

共 28 条

[21] An efficient membership-query algorithm for learning DNF with respect to the uniform distribution
Jackson, JC
JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1997, 55 (03) : 414 - 440
[22] Algorithmic Learning for Steganography: Proper Learning of k-term DNF Formulas from Positive Samples
Ernst, Matthias
Liskiewicz, Maciej
Reischuk, Ruediger
ALGORITHMS AND COMPUTATION, ISAAC 2015, 2015, 9472 : 151 - 162
[23] P-sufficient statistics for PAC learning k-term-DNF formulas through enumeration
Apolloni, B
Gentile, C
THEORETICAL COMPUTER SCIENCE, 2000, 230 (1-2) : 1 - 37
[24] LEARNING UNDER UNIFORM-DISTRIBUTION
MARCHETTISPACCAMELA, A
PROTASI, M
LECTURE NOTES IN COMPUTER SCIENCE, 1989, 380 : 327 - 338
[25] On learning multivariate polynomials under the uniform distribution
Bshouty, NH
INFORMATION PROCESSING LETTERS, 1997, 61 (06) : 303 - 309
[26] LEARNING CONVEX-BODIES UNDER UNIFORM-DISTRIBUTION
KERN, W
INFORMATION PROCESSING LETTERS, 1992, 43 (01) : 35 - 39
[27] LEARNING CONVEX-SETS UNDER UNIFORM-DISTRIBUTION
SCHMELTZ, B
LECTURE NOTES IN COMPUTER SCIENCE, 1992, 594 : 204 - 213
[28] LEARNING BOOLEAN FUNCTIONS UNDER THE UNIFORM DISTRIBUTION VIA THE FOURIER TRANSFORM
Toran, Jacobo
Koebler, Johannes
Lindner, Wolfgang
BULLETIN OF THE EUROPEAN ASSOCIATION FOR THEORETICAL COMPUTER SCIENCE, 2006, (89): : 48 - 78

← 1 2 3 →