Non-adaptive learning of a hidden hypergraph

Hasan Abasi; Nader H. Bshouty; Hanna Mazzawi

doi:10.1007/978-3-319-24486-0_6

Non-adaptive learning of a hidden hypergraph

Hasan Abasi, Nader H. Bshouty, Hanna Mazzawi

Computer Science

Technion - Israel Institute of Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

We give a new deterministic algorithm that non-adaptively learns a hidden hypergraph from edge-detecting queries. All previous non-adaptive algorithms either run in exponential time or have non-optimal query complexity. We give the first polynomial time nonadaptive learning algorithm for learning hypergraph that asks an almost optimal number of queries.

Original language	English
Title of host publication	Algorithmic Learning Theory - 26th International Conference, ALT 2015
Editors	Claudio Gentile, Sandra Zilles, Kamalika Chaudhuri
Pages	89-101
Number of pages	13
DOIs	https://doi.org/10.1007/978-3-319-24486-0_6
State	Published - 2015
Event	26th International Conference on Algorithmic Learning Theory, ALT 2015 - Banff, Canada Duration: 4 Oct 2015 → 6 Oct 2015

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	9355

Conference

Conference	26th International Conference on Algorithmic Learning Theory, ALT 2015
Country/Territory	Canada
City	Banff
Period	4/10/15 → 6/10/15

All Science Journal Classification (ASJC) codes

Theoretical Computer Science
General Computer Science

Access to Document

10.1007/978-3-319-24486-0_6

Cite this

Abasi, H., Bshouty, N. H., & Mazzawi, H. (2015). Non-adaptive learning of a hidden hypergraph. In C. Gentile, S. Zilles, & K. Chaudhuri (Eds.), Algorithmic Learning Theory - 26th International Conference, ALT 2015 (pp. 89-101). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9355). https://doi.org/10.1007/978-3-319-24486-0_6

Abasi, Hasan ; Bshouty, Nader H. ; Mazzawi, Hanna. / Non-adaptive learning of a hidden hypergraph. Algorithmic Learning Theory - 26th International Conference, ALT 2015. editor / Claudio Gentile ; Sandra Zilles ; Kamalika Chaudhuri. 2015. pp. 89-101 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "Non-adaptive learning of a hidden hypergraph",

abstract = "We give a new deterministic algorithm that non-adaptively learns a hidden hypergraph from edge-detecting queries. All previous non-adaptive algorithms either run in exponential time or have non-optimal query complexity. We give the first polynomial time nonadaptive learning algorithm for learning hypergraph that asks an almost optimal number of queries.",

author = "Hasan Abasi and Bshouty, {Nader H.} and Hanna Mazzawi",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing Switzerland 2015.; 26th International Conference on Algorithmic Learning Theory, ALT 2015 ; Conference date: 04-10-2015 Through 06-10-2015",

year = "2015",

doi = "10.1007/978-3-319-24486-0_6",

language = "الإنجليزيّة",

isbn = "9783319244853",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

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editor = "Claudio Gentile and Sandra Zilles and Kamalika Chaudhuri",

booktitle = "Algorithmic Learning Theory - 26th International Conference, ALT 2015",

}

Abasi, H, Bshouty, NH & Mazzawi, H 2015, Non-adaptive learning of a hidden hypergraph. in C Gentile, S Zilles & K Chaudhuri (eds), Algorithmic Learning Theory - 26th International Conference, ALT 2015. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 9355, pp. 89-101, 26th International Conference on Algorithmic Learning Theory, ALT 2015, Banff, Canada, 4/10/15. https://doi.org/10.1007/978-3-319-24486-0_6

Non-adaptive learning of a hidden hypergraph. / Abasi, Hasan; Bshouty, Nader H.; Mazzawi, Hanna.
Algorithmic Learning Theory - 26th International Conference, ALT 2015. ed. / Claudio Gentile; Sandra Zilles; Kamalika Chaudhuri. 2015. p. 89-101 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 9355).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Non-adaptive learning of a hidden hypergraph

AU - Abasi, Hasan

AU - Bshouty, Nader H.

AU - Mazzawi, Hanna

PY - 2015

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N2 - We give a new deterministic algorithm that non-adaptively learns a hidden hypergraph from edge-detecting queries. All previous non-adaptive algorithms either run in exponential time or have non-optimal query complexity. We give the first polynomial time nonadaptive learning algorithm for learning hypergraph that asks an almost optimal number of queries.

AB - We give a new deterministic algorithm that non-adaptively learns a hidden hypergraph from edge-detecting queries. All previous non-adaptive algorithms either run in exponential time or have non-optimal query complexity. We give the first polynomial time nonadaptive learning algorithm for learning hypergraph that asks an almost optimal number of queries.

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DO - 10.1007/978-3-319-24486-0_6

M3 - منشور من مؤتمر

SN - 9783319244853

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 89

EP - 101

BT - Algorithmic Learning Theory - 26th International Conference, ALT 2015

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T2 - 26th International Conference on Algorithmic Learning Theory, ALT 2015

Y2 - 4 October 2015 through 6 October 2015

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Abasi H, Bshouty NH, Mazzawi H. Non-adaptive learning of a hidden hypergraph. In Gentile C, Zilles S, Chaudhuri K, editors, Algorithmic Learning Theory - 26th International Conference, ALT 2015. 2015. p. 89-101. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-24486-0_6

Non-adaptive learning of a hidden hypergraph

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