Design and evaluation of an environment to automate the construction of inductive applications

Akihiro Suyama, Naoya Negishi, Takahira Yamaguchi

研究成果: Conference contribution

抄録

Here is presented CAMLET that is a platform for automatic composition of inductive applications using ontologies that specify inductive learning methods. CAMLET constructs inductive applications using process and object ontologies. After instantiating, compiling and executing the basic design specification, CAMLET refines the specification based on the following refinement strategies: crossover of control structures, random generation and process replacement by heuristic. Using fourteen different data sets form the UCI repository of ML databases and and the database on meningoencephalitis with human expert’s evaluation, experimental results have shown us that CAMLET supports a user in constructing inductive applications with better competence.

本文言語English
ホスト出版物のタイトルLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
出版社Springer Verlag
ページ103-114
ページ数12
1721
ISBN(印刷版)354066713X, 9783540667131
DOI
出版ステータスPublished - 1999
外部発表はい
イベント2nd International Conference on Discovery Science, DS 1999 - Tokyo, Japan
継続期間: 1999 12 61999 12 8

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)
1721
ISSN(印刷版)03029743
ISSN(電子版)16113349

Other

Other2nd International Conference on Discovery Science, DS 1999
CountryJapan
CityTokyo
Period99/12/699/12/8

ASJC Scopus subject areas

  • Computer Science(all)
  • Theoretical Computer Science

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