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Title: :  Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network
PaperId: :  5241
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 3 2017
DUI:    16.0415/IJARIIE-5241
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
femy sunnycochin college of engineering, valanchery
sreevarsha vcochin college of engineering, valanchery
jamseera kcochin college of engineering, valanchery
nijisha p cochin college of engineering, valanchery

Abstract

signal processing
music emotion recognition, music genre classification, Gaussian process, neural network, Mel-frequency cepstral coefficients, timbre features, spectral crest factor, spectral flatness measure
The main objective of this work is to develop a music emotion recognition and genre classification method by using Gaussian process and neural network. The traditional methods for the above tasks are make use of support vector machine and two dimensional valence arousal models. To achieve high accuracy, here we introducing a new method using Gaussian process with neural network. Gaussian process is flexible to any type of kernel and its deals uncertainty very efficiently. The dataset required are also less. The music information is determined by extracting the features such as Mel-frequency cepstral coefficients (MFCC), timbre features, spectral crest factor, spectral flatness measure. Then we applied the neural network on the above features to find out the genre and emotion of the music. The experimental results showed that the proposed Gaussian process with neural network system performed consistently better than the neural network in both music emotion recognition and genre classification tasks.

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IJARIIE femy sunny, sreevarsha v, jamseera k, and nijisha p. "Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 3 2017 Page 1020-1023
MLA femy sunny, sreevarsha v, jamseera k, and nijisha p. "Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network." International Journal Of Advance Research And Innovative Ideas In Education 3.3(2017) : 1020-1023.
APA femy sunny, sreevarsha v, jamseera k, & nijisha p. (2017). Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network. International Journal Of Advance Research And Innovative Ideas In Education, 3(3), 1020-1023.
Chicago femy sunny, sreevarsha v, jamseera k, and nijisha p. "Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 3 (2017) : 1020-1023.
Oxford femy sunny, sreevarsha v, jamseera k, and nijisha p. 'Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 3, 2017, p. 1020-1023. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Music_Genre_and_Emotion_Recognition_Using_Gaussian_Processes_and_Neural_Network_ijariie5241.pdf (Accessed : ).
Harvard femy sunny, sreevarsha v, jamseera k, and nijisha p. (2017) 'Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network', International Journal Of Advance Research And Innovative Ideas In Education, 3(3), pp. 1020-1023IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Music_Genre_and_Emotion_Recognition_Using_Gaussian_Processes_and_Neural_Network_ijariie5241.pdf (Accessed : )
IEEE femy sunny, sreevarsha v, jamseera k, and nijisha p, "Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 3, pp. 1020-1023, May-Jun 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/Music_Genre_and_Emotion_Recognition_Using_Gaussian_Processes_and_Neural_Network_ijariie5241.pdf [Accessed : ].
Turabian femy sunny, sreevarsha v, jamseera k, and nijisha p. "Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 3 ().
Vancouver femy sunny, sreevarsha v, jamseera k, and nijisha p. Music Genre and Emotion Recognition Using Gaussian Processes and Neural Network. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : ]; 3(3) : 1020-1023. Available from: http://ijariie.com/AdminUploadPdf/Music_Genre_and_Emotion_Recognition_Using_Gaussian_Processes_and_Neural_Network_ijariie5241.pdf
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