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Call for Papers:Vol.11 Issue.4

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Title: :  Speech Sentiment Classification with ML
PaperId: :  25051
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 5 2024
DUI:    16.0415/IJARIIE-25051
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Sagar M PrajapathiCMR University
Lavanya KCMR University

Abstract

Machine Learning
Speech Emotion Recognition, Machine Learning, Feature Extraction, Mel-Frequency Cepstral Coefficients, Support Vector Machines, Convolutional Neural Networks, Human Computer Interaction.
Emotion recognition from speech is an emerging field within machine learning, aimed at improving human computer interaction by enabling systems to understand and respond to human emotions. This paper presents a comprehensive study on Speech Emotion Recognition (SER) using machine learning techniques. We explore various feature extraction methods, including Mel-Frequency Cepstral Coefficients (MFCCs) and chroma features, to capture the emotional content from speech signals. The extracted features are utilized to train several machines learning models, including Support Vector Machines (SVM), Random Forests, and Convolutional Neural Networks (CNNs). Our approach is evaluated on publicly available datasets, and the performance is assessed using metrics such as accuracy, precision, recall, and F1-score. The experimental results demonstrate that our proposed models achieve significant improvements in emotion classification accuracy compared to existing methods. Additionally, we discuss the challenges and potential applications of SER in real-world scenarios, such as customer service, mental health monitoring, and virtual assistants. The findings of this study contribute to the advancement of robust and efficient SER systems, paving the way for more empathetic and intuitive human-computer interactions.

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IJARIIE Sagar M Prajapathi, and Lavanya K. "Speech Sentiment Classification with ML" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 5 2024 Page 1430-1438
MLA Sagar M Prajapathi, and Lavanya K. "Speech Sentiment Classification with ML." International Journal Of Advance Research And Innovative Ideas In Education 10.5(2024) : 1430-1438.
APA Sagar M Prajapathi, & Lavanya K. (2024). Speech Sentiment Classification with ML. International Journal Of Advance Research And Innovative Ideas In Education, 10(5), 1430-1438.
Chicago Sagar M Prajapathi, and Lavanya K. "Speech Sentiment Classification with ML." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 5 (2024) : 1430-1438.
Oxford Sagar M Prajapathi, and Lavanya K. 'Speech Sentiment Classification with ML', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 5, 2024, p. 1430-1438. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Speech_Sentiment_Classification_with_ML_ijariie25051.pdf (Accessed : ).
Harvard Sagar M Prajapathi, and Lavanya K. (2024) 'Speech Sentiment Classification with ML', International Journal Of Advance Research And Innovative Ideas In Education, 10(5), pp. 1430-1438IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Speech_Sentiment_Classification_with_ML_ijariie25051.pdf (Accessed : )
IEEE Sagar M Prajapathi, and Lavanya K, "Speech Sentiment Classification with ML," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 5, pp. 1430-1438, Sep-Oct 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/Speech_Sentiment_Classification_with_ML_ijariie25051.pdf [Accessed : ].
Turabian Sagar M Prajapathi, and Lavanya K. "Speech Sentiment Classification with ML." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 5 ().
Vancouver Sagar M Prajapathi, and Lavanya K. Speech Sentiment Classification with ML. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(5) : 1430-1438. Available from: https://ijariie.com/AdminUploadPdf/Speech_Sentiment_Classification_with_ML_ijariie25051.pdf
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