Experiments with real-life decision tables

Mikhail Ju Moshkov; Marcin Piliszczuk; Beata Zielosko

doi:10.1007/978-3-540-69029-0_5

Experiments with real-life decision tables

Mikhail Ju Moshkov, Marcin Piliszczuk, Beata Zielosko

Research output: Contribution to journal › Article › peer-review

2 Scopus citations

Abstract

This chapter is devoted to consideration of results of experiments with decision tables from UCI Repository of Machine Learning Databases [32]. The aim of the first group of experiments is to verify 0.5-hypothesis for real-life decision tables. We made experiments with 23 decision tables. Results of 21 experiments confirm 0.5-hypothesis for reducts: under the construction of partial test, during each step the greedy algorithm chooses an attribute which separates at least one-half of unseparated pairs of different rows with different decisions. © 2008 Springer-Verlag Berlin Heidelberg.

Original language	English (US)
Pages (from-to)	117-133
Number of pages	17
Journal	Studies in Computational Intelligence
Volume	145
DOIs	https://doi.org/10.1007/978-3-540-69029-0_5
State	Published - Sep 18 2008
Externally published	Yes

Bibliographical note

Generated from Scopus record by KAUST IRTS on 2023-09-21

ASJC Scopus subject areas

Artificial Intelligence

Access to Document

10.1007/978-3-540-69029-0_5

Cite this

@article{e5d2dc746a0d41c8ac1b73cff851df64,

title = "Experiments with real-life decision tables",

abstract = "This chapter is devoted to consideration of results of experiments with decision tables from UCI Repository of Machine Learning Databases [32]. The aim of the first group of experiments is to verify 0.5-hypothesis for real-life decision tables. We made experiments with 23 decision tables. Results of 21 experiments confirm 0.5-hypothesis for reducts: under the construction of partial test, during each step the greedy algorithm chooses an attribute which separates at least one-half of unseparated pairs of different rows with different decisions. {\textcopyright} 2008 Springer-Verlag Berlin Heidelberg.",

author = "Moshkov, {Mikhail Ju} and Marcin Piliszczuk and Beata Zielosko",

note = "Generated from Scopus record by KAUST IRTS on 2023-09-21",

year = "2008",

month = sep,

day = "18",

doi = "10.1007/978-3-540-69029-0_5",

language = "English (US)",

volume = "145",

pages = "117--133",

journal = "Studies in Computational Intelligence",

issn = "1860-949X",

publisher = "Springer Verlag",

}

TY - JOUR

T1 - Experiments with real-life decision tables

AU - Moshkov, Mikhail Ju

AU - Piliszczuk, Marcin

AU - Zielosko, Beata

N1 - Generated from Scopus record by KAUST IRTS on 2023-09-21

PY - 2008/9/18

Y1 - 2008/9/18

N2 - This chapter is devoted to consideration of results of experiments with decision tables from UCI Repository of Machine Learning Databases [32]. The aim of the first group of experiments is to verify 0.5-hypothesis for real-life decision tables. We made experiments with 23 decision tables. Results of 21 experiments confirm 0.5-hypothesis for reducts: under the construction of partial test, during each step the greedy algorithm chooses an attribute which separates at least one-half of unseparated pairs of different rows with different decisions. © 2008 Springer-Verlag Berlin Heidelberg.

AB - This chapter is devoted to consideration of results of experiments with decision tables from UCI Repository of Machine Learning Databases [32]. The aim of the first group of experiments is to verify 0.5-hypothesis for real-life decision tables. We made experiments with 23 decision tables. Results of 21 experiments confirm 0.5-hypothesis for reducts: under the construction of partial test, during each step the greedy algorithm chooses an attribute which separates at least one-half of unseparated pairs of different rows with different decisions. © 2008 Springer-Verlag Berlin Heidelberg.

UR - http://link.springer.com/10.1007/978-3-540-69029-0_5

UR - http://www.scopus.com/inward/record.url?scp=51649098490&partnerID=8YFLogxK

U2 - 10.1007/978-3-540-69029-0_5

DO - 10.1007/978-3-540-69029-0_5

M3 - Article

SN - 1860-949X

VL - 145

SP - 117

EP - 133

JO - Studies in Computational Intelligence

JF - Studies in Computational Intelligence

ER -

Experiments with real-life decision tables

Abstract

Bibliographical note

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this