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Title: :  A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals
PaperId: :  3679
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 1 2017
DUI:    16.0415/IJARIIE-3679
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Kakad Pranali LiladharMatoshri College of Engineering and Research Centre,Nashik
Dr.Varsha H.PatilMatoshri College of Engineering and Research Centre,Nashik

Abstract

computer Engineering
Music genre classification, music emotion estimation, Gaussian processes
This paper things to see methods for two tasks of Music Information Retrieval (MIR). Genre Classification and Mood Estimation are the tasks that are surveyed in this paper. Genres are the categories in which music is generally classified. It’s important to understand genre categorization for efficient music retrieval system. Techniques for genre classification automate the music retrieval systems to its users. On the other hand, human generally categorize music in terms of its emotional associations. Therefore, this paper also provides review of the methods that have been proposed for music emotion recognition. This MIR tasks needs features extraction. Here, we have focused on the method Gaussian Process (GP) and its models, Gaussian Process Classification and Gaussian Process Regression for both the tasks respectively.

Citations

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IJARIIE Kakad Pranali Liladhar, and Dr.Varsha H.Patil. "A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 1 2017 Page 521-525
MLA Kakad Pranali Liladhar, and Dr.Varsha H.Patil. "A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals." International Journal Of Advance Research And Innovative Ideas In Education 3.1(2017) : 521-525.
APA Kakad Pranali Liladhar, & Dr.Varsha H.Patil. (2017). A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals. International Journal Of Advance Research And Innovative Ideas In Education, 3(1), 521-525.
Chicago Kakad Pranali Liladhar, and Dr.Varsha H.Patil. "A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 1 (2017) : 521-525.
Oxford Kakad Pranali Liladhar, and Dr.Varsha H.Patil. 'A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 1, 2017, p. 521-525. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/A_Review_on_Gaussian_Process_Model_Based_Genre_Classification_and__Emotion_Estimation_of_Music_Signals_ijariie3679.pdf (Accessed : 26 May 2025).
Harvard Kakad Pranali Liladhar, and Dr.Varsha H.Patil. (2017) 'A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals', International Journal Of Advance Research And Innovative Ideas In Education, 3(1), pp. 521-525IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/A_Review_on_Gaussian_Process_Model_Based_Genre_Classification_and__Emotion_Estimation_of_Music_Signals_ijariie3679.pdf (Accessed : 26 May 2025)
IEEE Kakad Pranali Liladhar, and Dr.Varsha H.Patil, "A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 1, pp. 521-525, Jan-Feb 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/A_Review_on_Gaussian_Process_Model_Based_Genre_Classification_and__Emotion_Estimation_of_Music_Signals_ijariie3679.pdf [Accessed : 26 May 2025].
Turabian Kakad Pranali Liladhar, and Dr.Varsha H.Patil. "A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 1 (26 May 2025).
Vancouver Kakad Pranali Liladhar, and Dr.Varsha H.Patil. A Review on Gaussian Process Model Based Genre Classification and Emotion Estimation of Music Signals. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 26 May 2025]; 3(1) : 521-525. Available from: http://ijariie.com/AdminUploadPdf/A_Review_on_Gaussian_Process_Model_Based_Genre_Classification_and__Emotion_Estimation_of_Music_Signals_ijariie3679.pdf
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