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Call for Papers:Vol.11 Issue.3

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Title: :  EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA
PaperId: :  23016
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-23016
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
BOOBESH PBANNARI AMMAN INSTITUTE OF TECHNOLOGY
SAMIR HUSSAIN M DBANNARI AMMAN INSTITUTE OF TECHNOLOGY
YASWANTH NBANNARI AMMAN INSTITUTE OF TECHNOLOGY
MEKALA RBANNARI AMMAN INSTITUTE OF TECHNOLOGY

Abstract

Computer Engineering
Emotion recognition, Heterogeneous data fusion, Multimodal deep learning, Context-aware systems, Real-world applications.
This paper explores the advancement in emotion recognition by fusing heterogeneous data sources, crucial for human-computer interaction and various applications including affective computing and mental health monitoring. Traditional methods relying on single data modalities often lack robustness. Conversely, leveraging diverse data such as facial expressions, speech, physiological signals, text, and contextual information offers promise. The review delves into challenges and opportunities in integrating these modalities and surveys fusion techniques like feature-level, decision-level, and hybrid approaches, assessing their efficacy in capturing complex human emotions. Additionally, it discusses emerging trends like multimodal deep learning and adaptive fusion strategies. Specifically, it explores the fusion of audio and text data, highlighting the complementary information they provide for emotion recognition. Envisioning more context-aware emotion recognition systems with real-world applications in healthcare, education, and human-computer interaction, this paper sets the stage for innovative advancements in the field.

Citations

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IJARIIE BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, and MEKALA R. "EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 1987-1996
MLA BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, and MEKALA R. "EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 1987-1996.
APA BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, & MEKALA R. (2024). EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 1987-1996.
Chicago BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, and MEKALA R. "EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 1987-1996.
Oxford BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, and MEKALA R. 'EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 1987-1996. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/EMOTION_RECOGNITION_THROUGH_FUSION_OF_HETEROGENEOUS_DATA_ijariie23016.pdf (Accessed : ).
Harvard BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, and MEKALA R. (2024) 'EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 1987-1996IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/EMOTION_RECOGNITION_THROUGH_FUSION_OF_HETEROGENEOUS_DATA_ijariie23016.pdf (Accessed : )
IEEE BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, and MEKALA R, "EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 1987-1996, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/EMOTION_RECOGNITION_THROUGH_FUSION_OF_HETEROGENEOUS_DATA_ijariie23016.pdf [Accessed : ].
Turabian BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, and MEKALA R. "EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver BOOBESH P, SAMIR HUSSAIN M D, YASWANTH N, and MEKALA R. EMOTION RECOGNITION THROUGH FUSION OF HETEROGENEOUS DATA. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 1987-1996. Available from: https://ijariie.com/AdminUploadPdf/EMOTION_RECOGNITION_THROUGH_FUSION_OF_HETEROGENEOUS_DATA_ijariie23016.pdf
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