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Page 3069 of Mathematical Reviews Vol. , Issue 96e
[page]
1996
Mathematical Reviews
68T0S Bshouty, Nader H. (3-CALG; Calgary, AB); Hancock, Thomas R.; Hellerstein, Lisa (1-NW-E; Evanston, IL) Learning Boolean read-once formulas over generalized bases. ...
algorithm for read-once formulas over the union of B and the arbitrary func- tions of constant fan-in. ...
Page 4355 of Mathematical Reviews Vol. , Issue 96g
[page]
1996
Mathematical Reviews
We present polynomial time algorithms for exact learning of arith- metic read-once formulas over a field. ...
We also show the existence of nonuniform deterministic membership query algorithms for arbitrary read- once formulas over fields of characteristic 0, and division-free read-once formulas over fields that ...
Learning arithmetic read-once formulas
1992
Proceedings of the twenty-fourth annual ACM symposium on Theory of computing - STOC '92
We present polynomial time algorithms for exact learning of arithmetic read-once formulas over a field. ...
We also show the existence of nonuniform deterministic membership query algorithms for arbitrary read-once formulas over fields of characteristic 0, and division-free read-once formulas over fields that ...
It can be easily shown that this formula is read-once and the unary operation attached to each variable xi is A'--(ali-(i)) ( ) ( Acknowledgments. ...
doi:10.1145/129712.129747
dblp:conf/stoc/BshoutyHH92
fatcat:7yaukevsprafddh3kyg3p7yhp4
Learning Arithmetic Read-Once Formulas
1995
SIAM journal on computing (Print)
We present polynomial time algorithms for exact learning of arithmetic read-once formulas over a field. ...
We also show the existence of nonuniform deterministic membership query algorithms for arbitrary read-once formulas over fields of characteristic 0, and division-free read-once formulas over fields that ...
It can be easily shown that this formula is read-once and the unary operation attached to each variable xi is A'--(ali-(i)) ( ) ( Acknowledgments. ...
doi:10.1137/s009753979223664x
fatcat:uhishjsdprbvxf4xfnrldt7tge
A Guide to Learning Arithmetic Circuits
2016
Annual Conference Computational Learning Theory
In particular, we show that: • Efficient learning algorithms for arithmetic circuit classes imply explicit exponential lower bounds. • General circuits and formulas can be learned efficiently with membership ...
In this paper, we exhibit several connections between learning algorithms for arithmetic circuits and other problems. ...
The author would also like to thank Michael Forbes and Rocco Servedio for useful conversations. ...
dblp:conf/colt/Volkovich16
fatcat:33mwk4ta4rbj5pngellfkjwjdu
Computational learning theory
1992
Proceedings of the twenty-fourth annual ACM symposium on Theory of computing - STOC '92
Hancock and L. Hellerstein.
Learning
read-
once formulas over fields and extended bases. In
Proceedings of the Fourth Annual
Workshop
on
Computational
Learning
Theory, pages 326-336. ...
Hancock
and Hellerstein
[55] give polynomial
al-
gorithms
using membership
and equivalence
queries
that exactly identify read-once formulas over extended
bases and fields. ...
doi:10.1145/129712.129746
dblp:conf/stoc/Angluin92
fatcat:7aw3cnd745bellyhu7phywpul4
On the learnability of Zn-DNF formulas (extended abstract)
1995
Proceedings of the eighth annual conference on Computational learning theory - COLT '95
Although many learning problems can be reduced to learning Boolean functions, in many ...
Those classes are diagonal .ZN-terms and binary weighted read-once Z'N-terms. ...
[AHK93])
that read-once Boolean
functions
over the basis (AND, OR, NOT)
are poly-
nomial
time
learnable
with
equivalence
and member-
ship queries. ...
doi:10.1145/225298.225322
dblp:conf/colt/BshoutyCDH95
fatcat:hyakjt5uanhtfdoutcko5gqleu
10 Years of Probabilistic Querying – What Next?
[chapter]
2013
Lecture Notes in Computer Science
techniques based on knowledge compilation and lifted (first-order) inference. ...
, which all calls for a more intensive study of the commonalities and integration of the two fields. ...
of evaluating different query structures such as safe plans or read-once formulas. ...
doi:10.1007/978-3-642-40683-6_1
fatcat:lofuquzqgbb4hcjtjeqydyakbe
Exact learning of linear combinations of monotone terms from function value queries
1995
Theoretical Computer Science
These bounds are shown by generalizing Roth and Benedek's technique for analyzing the learning problem for k-sparse multivariate polynomials over GF(2) (Roth and Benedek, 1991) to those over an arbitrary ...
formula. ...
Santa Cruz and Prof. Lisa Hellerstein of Northwestern University for sharing their work on learning GF(2) polynomials with us. ...
doi:10.1016/0304-3975(94)00166-g
fatcat:tqea46djfzbihgq5vc2stcdlsi
Asking Questions to Minimize Errors
1996
Journal of computer and system sciences (Print)
The classes we consider here are monotone DNF formulas, Horn sentences, O(log n)-term DNF formulas, read-k sat-j DNF formulas, readonce formulas over various bases, and deterministic finite automata. ...
As an example, consider the class of DNF formulas over n variables with at most k=O(log n) terms. ...
Nader Bshouty and Sleiman Matar are supported in part by the NSERC of Canada. Sally Goldman is supported in part by NSF RIA CCR-91110108 and NSF National Young Investigator grant CCR-9357707. ...
doi:10.1006/jcss.1996.0021
fatcat:hoes3bhwcnddddhh65rbkfpi2m
Learning probabilistic read-once formulas on product distributions
1994
Machine Learning
This paper presents a polynomial-time algorithm for inferring a probabilistic generalization of the class of read-once Boolean formulas over the usual basis {AND, OR, NOT}. ...
Further, this class of probabilistic formulas includes read-once formulas whose behavior has been corrupted by large amounts of random noise. ...
I am also grateful to two anonymous referees for their thorough reading and thoughtful suggestions. ...
doi:10.1007/bf00993162
fatcat:v2iwhleiwzcpzmryjib3y7ijjy
INTRODUCTION TO THE SPECIAL ISSUE
2020
Studies in Second Language Acquisition
The study by Pujadas and Muñoz contributes to the area by addressing the effects of captions and subtitles on TV viewing comprehension in a classroom intervention that extends over 8 months, which affords ...
The study by Puimège and Peters explores the incidental learning of formulaic sequences from audiovisual input and factors affecting the learning of formulaic sequences. ...
doi:10.1017/s0272263120000212
fatcat:44zsqmyynfgupn5pbelxmrme3q
Cryptography and machine learning
[chapter]
1993
Lecture Notes in Computer Science
This paper gives a survey of the relationship between the fields of cryptography and machine learning, with an emphasis on how each field has contributed ideas and techniques to the other. ...
Schapire [40] shows how to efficiently infer a class of formula he calls "probabilistic read-once formula" against product distributions. ...
The reader unfamiliar with either of these fields may wish to consult some of the excellent surveys and texts available for background reading. ...
doi:10.1007/3-540-57332-1_36
fatcat:tfi6lrc7jnc5dkan6pjwk4mrii
Design of a Telerobotic Interface System by Using Object Recognition Techniques
[chapter]
2000
Lecture Notes in Computer Science
This paper presents a real application that adds learning capabilities to a telerobotic system, designed formerly to manipulate everyday objects over a board. ...
The user interaction is based on a restricted natural language and object recognition techniques have been designed specifically in order to acquire a system that responds as fast as possible to the user ...
Once this happens the system is able to recognise samples belonging to that class, and that means the program has learned a new class definition. ...
doi:10.1007/3-540-44522-6_86
fatcat:zbjkkyakizdzjgzw7fj3xnph44
Learning counting functions with queries
1997
Theoretical Computer Science
We prove that, for any given integer q > 2, over the domain Zl, the class of read-once disjunctions of Boolean-weighted counting functions with modulus q is polynomial-time learnable with only one equivalence ...
We investigate the problem of learning disjunctions of counting functions, which are general cases of parity and modulo functions, with equivalence and membership queries. ...
Acknowledgements We are very grateful to Robert Schapire for valuable discussions on this topic, and especially for providing us with his algorithm for learning disjunctions of parities with equivalence ...
doi:10.1016/s0304-3975(96)00144-2
fatcat:nvzyxo3slbc6fgp7nwvyqe374u
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