DOI: 10.1007/978-3-540-85072-4_12
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Artificial Immune Recognition System with Nonlinear Resource Allocation Method and Application to Traditional Malay Music Genre Classification

Abstract: Artificial Immune Recognition System (AIRS) has shown an effective performance on several machine learning problems. In this study, the resource allocation method of AIRS was changed with a nonlinear method. This new algorithm, AIRS with nonlinear resource allocation method, was used as a classifier in Traditional Malay Music (TMM) genre classification. Music genre classification has a great important role in music information retrieval systems nowadays. The proposed system consists of three stages: feature ex… Show more

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Cited by 8 publications
(2 citation statements)
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“…With the various potential applications that can be developed from this automatic musical instrument sounds classification system, there were significance need to explore further in this area of research especially when it involved a new domain which is Traditional Malay musical instrument. Some of the researchers believe that different musical instruments sound have different characteristic or behavior [7]. Therefore, adapting the existing system for retrieval of Malaysian musical instruments contents might not be as that simple.…”
Section: Problem Statementmentioning
confidence: 99%
“…With the various potential applications that can be developed from this automatic musical instrument sounds classification system, there were significance need to explore further in this area of research especially when it involved a new domain which is Traditional Malay musical instrument. Some of the researchers believe that different musical instruments sound have different characteristic or behavior [7]. Therefore, adapting the existing system for retrieval of Malaysian musical instruments contents might not be as that simple.…”
Section: Problem Statementmentioning
confidence: 99%
“…The musical instruments are generally categorized by the musical instrument type whether string, drum or flute type, with based on its physical frameworks [6]. This is supported by [13] which stated that different type of musical instrument have distinctive characteristic which becomes its trademark thus requiring different type of physical modeling analysis. By dissecting and analyzing the component of the musical instrument, more information about that particular musical instrument styles and characteristic can be obtained for better musical instrument data and information for documentation [14].…”
Section: Introductionmentioning
confidence: 99%