On importance of rows for decision tables

Hassan Abou Eisha; Mohammad Azad; Mikhail Moshkov

doi:10.1007/978-3-319-60837-2_31

On importance of rows for decision tables

Hassan Abou Eisha, Mohammad Azad^*, Mikhail Moshkov

^*Corresponding author for this work

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

Abstract

In this paper, we propose a method for the evaluation of importance of rows for decision tables. It is based on indirect information about changes in the set of reducts after removing the considered row from the table. We also discuss results of computer experiments with decision tables from UCI Machine Learning Repository.

Original language	English (US)
Title of host publication	Rough Sets - International Joint Conference, IJCRS 2017, Proceedings,
Editors	Dun Liu, Yiyu Yao, Beata Zielosko, Davide Ciucci, Lech Polkowski, Piotr Artiemjew, Dominik Slezak
Publisher	Springer Verlag
Pages	376-383
Number of pages	8
ISBN (Print)	9783319608365
DOIs	https://doi.org/10.1007/978-3-319-60837-2_31
State	Published - 2017
Event	International Joint Conference on Rough Sets, IJCRS 2017 - Olsztyn, Poland Duration: Jul 3 2017 → Jul 7 2017

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	10313 LNAI
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	International Joint Conference on Rough Sets, IJCRS 2017
Country/Territory	Poland
City	Olsztyn
Period	07/3/17 → 07/7/17

Keywords

Canonical form
Characteristic function
Decision table
Reduct
Test

ASJC Scopus subject areas

Theoretical Computer Science
General Computer Science

Access to Document

10.1007/978-3-319-60837-2_31

Cite this

Abou Eisha, H., Azad, M., & Moshkov, M. (2017). On importance of rows for decision tables. In D. Liu, Y. Yao, B. Zielosko, D. Ciucci, L. Polkowski, P. Artiemjew, & D. Slezak (Eds.), Rough Sets - International Joint Conference, IJCRS 2017, Proceedings, (pp. 376-383). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10313 LNAI). Springer Verlag. https://doi.org/10.1007/978-3-319-60837-2_31

Abou Eisha, Hassan ; Azad, Mohammad ; Moshkov, Mikhail. / On importance of rows for decision tables. Rough Sets - International Joint Conference, IJCRS 2017, Proceedings,. editor / Dun Liu ; Yiyu Yao ; Beata Zielosko ; Davide Ciucci ; Lech Polkowski ; Piotr Artiemjew ; Dominik Slezak. Springer Verlag, 2017. pp. 376-383 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "On importance of rows for decision tables",

abstract = "In this paper, we propose a method for the evaluation of importance of rows for decision tables. It is based on indirect information about changes in the set of reducts after removing the considered row from the table. We also discuss results of computer experiments with decision tables from UCI Machine Learning Repository.",

keywords = "Canonical form, Characteristic function, Decision table, Reduct, Test",

author = "{Abou Eisha}, Hassan and Mohammad Azad and Mikhail Moshkov",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing AG 2017.; International Joint Conference on Rough Sets, IJCRS 2017 ; Conference date: 03-07-2017 Through 07-07-2017",

year = "2017",

doi = "10.1007/978-3-319-60837-2_31",

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

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pages = "376--383",

editor = "Dun Liu and Yiyu Yao and Beata Zielosko and Davide Ciucci and Lech Polkowski and Piotr Artiemjew and Dominik Slezak",

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Abou Eisha, H, Azad, M & Moshkov, M 2017, On importance of rows for decision tables. in D Liu, Y Yao, B Zielosko, D Ciucci, L Polkowski, P Artiemjew & D Slezak (eds), Rough Sets - International Joint Conference, IJCRS 2017, Proceedings,. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 10313 LNAI, Springer Verlag, pp. 376-383, International Joint Conference on Rough Sets, IJCRS 2017, Olsztyn, Poland, 07/3/17. https://doi.org/10.1007/978-3-319-60837-2_31

On importance of rows for decision tables. / Abou Eisha, Hassan; Azad, Mohammad; Moshkov, Mikhail.
Rough Sets - International Joint Conference, IJCRS 2017, Proceedings,. ed. / Dun Liu; Yiyu Yao; Beata Zielosko; Davide Ciucci; Lech Polkowski; Piotr Artiemjew; Dominik Slezak. Springer Verlag, 2017. p. 376-383 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10313 LNAI).

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

TY - GEN

T1 - On importance of rows for decision tables

AU - Abou Eisha, Hassan

AU - Azad, Mohammad

AU - Moshkov, Mikhail

N1 - Publisher Copyright: © Springer International Publishing AG 2017.

PY - 2017

Y1 - 2017

N2 - In this paper, we propose a method for the evaluation of importance of rows for decision tables. It is based on indirect information about changes in the set of reducts after removing the considered row from the table. We also discuss results of computer experiments with decision tables from UCI Machine Learning Repository.

AB - In this paper, we propose a method for the evaluation of importance of rows for decision tables. It is based on indirect information about changes in the set of reducts after removing the considered row from the table. We also discuss results of computer experiments with decision tables from UCI Machine Learning Repository.

KW - Canonical form

KW - Characteristic function

KW - Decision table

KW - Reduct

KW - Test

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U2 - 10.1007/978-3-319-60837-2_31

DO - 10.1007/978-3-319-60837-2_31

M3 - Conference contribution

AN - SCOPUS:85022334542

SN - 9783319608365

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

SP - 376

EP - 383

BT - Rough Sets - International Joint Conference, IJCRS 2017, Proceedings,

A2 - Liu, Dun

A2 - Yao, Yiyu

A2 - Zielosko, Beata

A2 - Ciucci, Davide

A2 - Polkowski, Lech

A2 - Artiemjew, Piotr

A2 - Slezak, Dominik

PB - Springer Verlag

T2 - International Joint Conference on Rough Sets, IJCRS 2017

Y2 - 3 July 2017 through 7 July 2017

ER -

Abou Eisha H, Azad M, Moshkov M. On importance of rows for decision tables. In Liu D, Yao Y, Zielosko B, Ciucci D, Polkowski L, Artiemjew P, Slezak D, editors, Rough Sets - International Joint Conference, IJCRS 2017, Proceedings,. Springer Verlag. 2017. p. 376-383. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-60837-2_31

On importance of rows for decision tables

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Keywords

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