Foundations of designing computational knowledge discovery processes

Yoshinori Tamada, Hideo Bannai, Osamu Maruyama, Satoru Miyano

研究成果: Chapter in Book/Report/Conference proceedingChapter

抄録

We propose a new paradigm for computational knowledge discovery, called VOX (View Oriented eXploration). Recent research has revealed that actual discoveries cannot be achieved using only component technologies such as machine learning theory or data mining algorithms. Recognizing how the computer can assist the actual discovery tasks, we developed a solution to this problem. Our aim is to construct a principle of computational knowledge discovery, which will be used for building actual applications or discovery systems, and for accelerating such entire processes. VOX is a mathematical abstraction of knowledge discovery processes, and provides a unified description method for the discovery processes. We present advantages obtained by using VOX. Through an actual computational experiment, we show the usefulness of this new paradigm. We also designed a programming language based on this concept. The language is called VML (View Modeling Language), which is defined as an extension of a functional language ML. Finally, we present the future plans and directions in this research.

本文言語英語
ホスト出版物のタイトルProgress in Discovery Science
出版社Springer Verlag
ページ459-470
ページ数12
ISBN(印刷版)3540433384, 9783540433385
DOI
出版ステータス出版済み - 2002

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2281
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

All Science Journal Classification (ASJC) codes

  • 理論的コンピュータサイエンス
  • コンピュータ サイエンス(全般)

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