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Proactive Emotion Tracker: AI-Driven Continuous Mood and Emotion Monitoring

Published 24 Jan 2024 in cs.HC and cs.AI | (2401.13722v1)

Abstract: This research project aims to tackle the growing mental health challenges in today's digital age. It employs a modified pre-trained BERT model to detect depressive text within social media and users' web browsing data, achieving an impressive 93% test accuracy. Simultaneously, the project aims to incorporate physiological signals from wearable devices, such as smartwatches and EEG sensors, to provide long-term tracking and prognosis of mood disorders and emotional states. This comprehensive approach holds promise for enhancing early detection of depression and advancing overall mental health outcomes.

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References (9)
  1. A framework for quality assessment of synthesised speech using learning-based objective evaluation. Int. J. Speech Technol., 26(1):221–243, feb 2023.
  2. Multi-attribute decision making application using hybridly modelled gaussian interval type-2 fuzzy sets with uncertain mean. Multimedia Tools Appl., 82(4):4913–4940, apr 2022.
  3. Emotion recognition in vad space during emotional events using cnn-gru hybrid model on eeg signals. In International Conference on Intelligent Human Computer Interaction, pages 75–84. Springer, 2022.
  4. Deep fuzzy framework for emotion recognition using eeg signals and emotion representation in type-2 fuzzy vad space. arXiv preprint arXiv:2401.07892, 2024.
  5. Inter subject emotion recognition using spatio-temporal features from eeg signal. In 2023 27th International Computer Science and Engineering Conference (ICSEC), pages 1–4, 2023.
  6. Emotion recognition using temporally localized emotional events in eeg with naturalistic context: Dens dataset. IEEE Access, 11:39913–39925, 2023.
  7. Cardiac–brain dynamics depend on context familiarity and their interaction predicts experience of emotional arousal. Brain Sciences, 12(6):702, 2022.
  8. Dynamic functional connectivity of emotion processing in beta band with naturalistic emotion stimuli. Brain sciences, 12(8):1106, 2022.
  9. Nikhileswar Komati. Suicide and depression detection. https://www.kaggle.com/datasets/nikhileswarkomati/suicide-watch.

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