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  1. A500 情報学部/情報学研究科・情報文化学部・情報科学研究科
  2. A500a 雑誌掲載論文
  3. 学術雑誌

A Randomness Based Analysis on the Data Size Needed for Removing Deceptive Patterns

http://hdl.handle.net/2237/15011
http://hdl.handle.net/2237/15011
7ef5a89e-f6e3-4ae8-8a77-4936fbbfab36
名前 / ファイル ライセンス アクション
503.pdf 503.pdf (394.8 kB)
Item type 学術雑誌論文 / Journal Article(1)
公開日 2011-07-01
タイトル
タイトル A Randomness Based Analysis on the Data Size Needed for Removing Deceptive Patterns
言語 en
著者 HARAGUCHI, Kazuya

× HARAGUCHI, Kazuya

WEKO 41295

en HARAGUCHI, Kazuya

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YAGIURA, Mutsunori

× YAGIURA, Mutsunori

WEKO 41296

en YAGIURA, Mutsunori

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BOROS, Endre

× BOROS, Endre

WEKO 41297

en BOROS, Endre

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IBARAKI, Toshihide

× IBARAKI, Toshihide

WEKO 41298

en IBARAKI, Toshihide

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アクセス権
アクセス権 open access
アクセス権URI http://purl.org/coar/access_right/c_abf2
権利
言語 en
権利情報 Copyright (C) 2008 IEICE
キーワード
主題Scheme Other
主題 frequent/infrequent item sets
キーワード
主題Scheme Other
主題 association rules
キーワード
主題Scheme Other
主題 knowledge discovery
キーワード
主題Scheme Other
主題 probabilistic analysis
抄録
内容記述 We consider a data set in which each example is an n-dimensional Boolean vector labeled as true or false. A pattern is a co-occurrence of a particular value combination of a given subset of the variables. If a pattern appears frequently in the true examples and infrequently in the false examples, we consider it a good pattern. In this paper, we discuss the problem of determining the data size needed for removing "deceptive" good patterns; in a data set of a small size, many good patterns may appear superficially, simply by chance, independently of the underlying structure. Our hypothesis is that, in order to remove such deceptive good patterns, the data set should contain a greater number of examples than that at which a random data set contains few good patterns. We justify this hypothesis by computational studies. We also derive a theoretical upper bound on the needed data size in view of our hypothesis.
言語 en
内容記述タイプ Abstract
出版者
言語 en
出版者 Institute of Electronics, Information and Communication Engineers
言語
言語 eng
資源タイプ
資源タイプresource http://purl.org/coar/resource_type/c_6501
タイプ journal article
出版タイプ
出版タイプ VoR
出版タイプResource http://purl.org/coar/version/c_970fb48d4fbd8a85
関連情報
関連タイプ isVersionOf
識別子タイプ URI
関連識別子 http://www.ieice.org/jpn/trans_online/index.html
ISSN
収録物識別子タイプ PISSN
収録物識別子 0916-8532
書誌情報 en : IEICE transactions on information and systems

巻 E91-D, 号 3, p. 781-788, 発行日 2008-03-01
著者版フラグ
値 publisher
URI
識別子 http://www.ieice.org/jpn/trans_online/index.html
識別子タイプ URI
URI
識別子 http://hdl.handle.net/2237/15011
識別子タイプ HDL
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