Using evolving agents to critique subjective music compositions

Chuen Tsai Sun; Ji Lung Hsieh; Chung Yuan Huang

doi:10.1007/978-3-540-74377-4_36

Using evolving agents to critique subjective music compositions

Chuen Tsai Sun, Ji Lung Hsieh, Chung Yuan Huang^*

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

The authors describe a recommender model that uses intermediate agents to evaluate a large body of subjective data according to a set of rules and make recommendations to users. After scoring recommended items, agents adapt their own selection rules via interactive evolutionary computing to fit user tastes, even when user preferences undergo a rapid change. The model can be applied to such tasks as critiquing large numbers of music or written compositions. In this paper we use musical selections to illustrate how agents make recommendations and report the results of several experiments designed to test the model's ability to adapt to rapidly changing conditions yet still make appropriate decisions and recommendations.

Original language	English
Title of host publication	Computational Intelligence and Security - International Conference, CIS 2006, Revised Selected Papers
Publisher	Springer Verlag
Pages	336-346
Number of pages	11
ISBN (Print)	9783540743767
DOIs	https://doi.org/10.1007/978-3-540-74377-4_36
Publication status	Published - 2007
Externally published	Yes
Event	International Conference on Computational Intelligence and Security, CIS 2006 - Guangzhou, China Duration: 2006 Nov 3 → 2006 Nov 6

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	4456 LNAI
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	International Conference on Computational Intelligence and Security, CIS 2006
Country/Territory	China
City	Guangzhou
Period	2006/11/03 → 2006/11/06

Keywords

Adaptive agent
Content-based filtering
Critiquing subjective data
Interactive evolutionary computing
Music recommender system

ASJC Scopus subject areas

Theoretical Computer Science
General Computer Science

Access to Document

10.1007/978-3-540-74377-4_36

Cite this

Sun, C. T., Hsieh, J. L., & Huang, C. Y. (2007). Using evolving agents to critique subjective music compositions. In Computational Intelligence and Security - International Conference, CIS 2006, Revised Selected Papers (pp. 336-346). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4456 LNAI). Springer Verlag. https://doi.org/10.1007/978-3-540-74377-4_36

Using evolving agents to critique subjective music compositions. / Sun, Chuen Tsai; Hsieh, Ji Lung; Huang, Chung Yuan.
Computational Intelligence and Security - International Conference, CIS 2006, Revised Selected Papers. Springer Verlag, 2007. p. 336-346 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 4456 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Sun, CT, Hsieh, JL & Huang, CY 2007, Using evolving agents to critique subjective music compositions. in Computational Intelligence and Security - International Conference, CIS 2006, Revised Selected Papers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 4456 LNAI, Springer Verlag, pp. 336-346, International Conference on Computational Intelligence and Security, CIS 2006, Guangzhou, China, 2006/11/03. https://doi.org/10.1007/978-3-540-74377-4_36

Sun CT, Hsieh JL, Huang CY. Using evolving agents to critique subjective music compositions. In Computational Intelligence and Security - International Conference, CIS 2006, Revised Selected Papers. Springer Verlag. 2007. p. 336-346. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-540-74377-4_36

Sun, Chuen Tsai ; Hsieh, Ji Lung ; Huang, Chung Yuan. / Using evolving agents to critique subjective music compositions. Computational Intelligence and Security - International Conference, CIS 2006, Revised Selected Papers. Springer Verlag, 2007. pp. 336-346 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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Using evolving agents to critique subjective music compositions

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

Access to Document

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