Deep Learning-Based Automated Emotion Recognition Using Multimodal Physiological Signals and Time-Frequency Methods
Sriram Kumar, P, Govarthan, Praveen Kumar, Aleem Shaik Gadda, Abdul, Ganapathy, Nagarajan, Fredo Agastinose Ronickom, Jac
Published in IEEE transactions on instrumentation and measurement (2024)
Published in IEEE transactions on instrumentation and measurement (2024)
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Journal Article
ELECTRODERMAL ACTIVITY-BASED ANALYSIS OF EMOTION RECOGNITION USING TEMPORAL-MORPHOLOGICAL FEATURES AND MACHINE LEARNING ALGORITHMS
SRIRAM KUMAR, P., GOVARTHAN, PRAVEEN KUMAR, GANAPATHY, NAGARAJAN, RONICKOM, JAC FREDO AGASTINOSE
Published in Journal of mechanics in medicine and biology (01.08.2023)
Published in Journal of mechanics in medicine and biology (01.08.2023)
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Journal Article
Comparative Analysis of Electrodermal Activity Decomposition Methods in Emotion Detection Using Machine Learning
Sriram Kumar P, Govarthan, Praveen Kumar, Ganapathy, Nagarajan, Agastinose Ronickom, Jac Fredo
Published in Studies in health technology and informatics (18.05.2023)
Published in Studies in health technology and informatics (18.05.2023)
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Journal Article
Enhancing Emotion Recognition: Machine Learning with Phasic Spectrogram Texture Features
P, Sriram Kumar, Ronickom, Jac Fredo Agastinose
Published in 2023 IEEE 5th International Conference on Cybernetics, Cognition and Machine Learning Applications (ICCCMLA) (07.10.2023)
Published in 2023 IEEE 5th International Conference on Cybernetics, Cognition and Machine Learning Applications (ICCCMLA) (07.10.2023)
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Conference Proceeding
ECG based Categorical emotion classification using time-domain features and Machine Learning
Swarubini, P. J., Kumar P., Sriram, Kumar Govarthan, Praveen, Purkayastha, Meghraj, Deb, Parbani, Sairam, Shivabhijit, Asaithambi, Mythili, Agastinose Ronickom, Jac Fredo
Published in Current directions in biomedical engineering (01.09.2023)
Published in Current directions in biomedical engineering (01.09.2023)
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Journal Article
Investigating Windowing Techniques in Emotion Classification with ECG and Machine Learning
Kumar Govarthan, Praveen, Sriram Kumar, P, Ganapathy, Nagarajan, Agastinose Ronickom, Jac Fredo
Published in 2023 IEEE 5th International Conference on Cybernetics, Cognition and Machine Learning Applications (ICCCMLA) (07.10.2023)
Published in 2023 IEEE 5th International Conference on Cybernetics, Cognition and Machine Learning Applications (ICCCMLA) (07.10.2023)
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Conference Proceeding
Evaluating the effectiveness of machine learning in identifying the optimal facial electromyography location for emotion detection
Barigala, Vinay Kumar, P.J., Swarubini, P., Sriram Kumar, Ganapathy, Nagarajan, P.A., Karthik, Kumar, Deepesh, Agastinose Ronickom, Jac Fredo
Published in Biomedical signal processing and control (01.02.2025)
Published in Biomedical signal processing and control (01.02.2025)
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Journal Article
Investigating the Effects of Two-Class Categorical Emotion Classification Through Electrodermal Activity and Machine Learning
KumarP, Sriram, Agastinose Ronickom, Jac Fredo
Published in 2023 IEEE 5th International Conference on Cybernetics, Cognition and Machine Learning Applications (ICCCMLA) (07.10.2023)
Published in 2023 IEEE 5th International Conference on Cybernetics, Cognition and Machine Learning Applications (ICCCMLA) (07.10.2023)
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Conference Proceeding
Deep Learning Framework for Categorical Emotional States Assessment Using Electrodermal Activity Signals
Govarthan, Praveen Kumar, Sriram Kumar P, Ganapathy, Nagarajan, Agastinose Ronickom, Jac Fredo
Published in Studies in health technology and informatics (29.06.2023)
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Published in Studies in health technology and informatics (29.06.2023)
Journal Article
Automated Emotion Recognition System Using Blood Volume Pulse and XGBoost Learning
Lebaka, Lokesh Naidu, Sriram Kumar P, Govarthan, Praveen Kumar, Rani, Priya, Ganapathy, Nagarajan, Agastinose Ronickom, Jac Fredo
Published in Studies in health technology and informatics (29.06.2023)
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Published in Studies in health technology and informatics (29.06.2023)
Journal Article
Identifying the Optimal Location of Facial EMG for Emotion Detection Using Logistic Regression
Barigala, Vinay Kumar, Sriram Kumar P, Govarthan, Praveen Kumar, Pj, Swarubini, Aasaithambi, Mythili, Ganapathy, Nagarajan, Pa, Karthik, Kumar, Deepesh, Agastinose Ronickom, Jac Fredo
Published in Studies in health technology and informatics (29.06.2023)
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Published in Studies in health technology and informatics (29.06.2023)
Journal Article