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

Akihiro Suyama; Naoya Negishi; Takahira Yamaguchi

doi:10.1007/3-540-46846-3_10

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
巻	1721
ISBN（印刷版）	354066713X, 9783540667131
DOI	https://doi.org/10.1007/3-540-46846-3_10
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 6 → 1999 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)
巻	1721
ISSN（印刷版）	03029743
ISSN（電子版）	16113349

Other

Other	2nd International Conference on Discovery Science, DS 1999
Country	Japan
City	Tokyo
Period	99/12/6 → 99/12/8

ASJC Scopus subject areas

Computer Science(all)
Theoretical Computer Science

文献へのアクセス

10.1007/3-540-46846-3_10

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引用スタイル

Suyama, A., Negishi, N., & Yamaguchi, T. (1999). Design and evaluation of an environment to automate the construction of inductive applications. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 1721, pp. 103-114). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 1721). Springer Verlag. https://doi.org/10.1007/3-540-46846-3_10

Design and evaluation of an environment to automate the construction of inductive applications. / Suyama, Akihiro; Negishi, Naoya; Yamaguchi, Takahira.

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 1721 Springer Verlag, 1999. p. 103-114 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 1721).

研究成果: Conference contribution

Suyama, A, Negishi, N & Yamaguchi, T 1999, Design and evaluation of an environment to automate the construction of inductive applications. in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). vol. 1721, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 1721, Springer Verlag, pp. 103-114, 2nd International Conference on Discovery Science, DS 1999, Tokyo, Japan, 99/12/6. https://doi.org/10.1007/3-540-46846-3_10

Suyama A, Negishi N, Yamaguchi T. Design and evaluation of an environment to automate the construction of inductive applications. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 1721. Springer Verlag. 1999. p. 103-114. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). https://doi.org/10.1007/3-540-46846-3_10

Suyama, Akihiro ; Negishi, Naoya ; Yamaguchi, Takahira. / Design and evaluation of an environment to automate the construction of inductive applications. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 1721 Springer Verlag, 1999. pp. 103-114 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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