Piyush-Bhardwaj / EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-LearningView on GitHub
This project is for classification of emotions using EEG signals recorded in the DEAP dataset to achieve high accuracy score using machine learning algorithms such as Support vector machine and K - Nearest Neighbor.
☆202Mar 1, 2019Updated 7 years ago
Alternatives and similar repositories for EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-Learning
Users that are interested in EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-Learning are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- EEG Emotion classification using the DEAP pre-processed data☆167Nov 7, 2018Updated 7 years ago
- Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented…☆91Aug 3, 2019Updated 7 years ago
- Processed the DEAP dataset on basis of 1) PSD (power spectral density) and 2)DWT(discrete wavelet transform) features . Classifies the EE…☆134May 21, 2020Updated 6 years ago
- Emotion recognition can be achieved by obtaining signals from the brain by EEG . This test records the activity of the brain in form of w…☆138Apr 4, 2021Updated 5 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆97Dec 5, 2017Updated 8 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- The project uses EEG signals from the DEAP Dataset to classify emotions into 4 classes using Ensembled 1-D CNNs, LSTMs and 2D , 3D CNNs a…☆62Dec 9, 2022Updated 3 years ago
- ☆109Mar 16, 2019Updated 7 years ago
- Repo for final year project☆59Oct 2, 2020Updated 5 years ago
- EEG-based emotion classification using DEAP dataset☆156Mar 1, 2023Updated 3 years ago
- DEAP Dataset Analysis Code☆52Jan 18, 2018Updated 8 years ago
- Emotional Classification with the DEAP dataset using EEGLAB, matlab and python. Currently in the status of developing a more efficient an…☆20Jul 5, 2020Updated 6 years ago
- Emotion Recogniton LSTM RNN Arousal Valence☆65Mar 2, 2023Updated 3 years ago
- Simply emotion analyse and classify using EEG data based on DEAP dataset, using python and sklearn(SVM,KNN,Tree). 简单的EEG脑电数据情感分析,使用python…☆41May 11, 2025Updated last year
- Emotion recognition using DEAP dataset,GSR。☆40Nov 24, 2018Updated 7 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆45Jul 2, 2019Updated 7 years ago
- ☆32Apr 10, 2021Updated 5 years ago
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆96May 23, 2018Updated 8 years ago
- Emotion Recognition, EEG Mapping, Azimuthal Projection Technique, CNN☆49Mar 29, 2021Updated 5 years ago
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆81Oct 26, 2021Updated 4 years ago
- PyTorch implementation of TSception☆86Jan 31, 2023Updated 3 years ago
- Realtime emotion recognition from EEG data.☆177Oct 24, 2018Updated 7 years ago
- Real-time Emotion Recognition using Physiological signals in e-Learning Here one can find the development of realtime emotion recognition…☆27May 18, 2024Updated 2 years ago
- Code to deploy a CNN to classify emotions using EEG Signals, based off the DEAP Dataset☆11Mar 2, 2024Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆65Apr 27, 2023Updated 3 years ago
- Feature selection via dependence maximization for EEG based emotion classification.☆52Nov 23, 2014Updated 11 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆152Oct 2, 2023Updated 2 years ago
- EEG Signal Classification using LSTM on various datasets☆12Jun 14, 2020Updated 6 years ago
- Emotion recognition based on DEAP dataset using One-Dimensional CNN, dan RNN (GRU, and LSTM).☆18Nov 24, 2021Updated 4 years ago
- ☆36Mar 23, 2019Updated 7 years ago
- This repository contains the tensorflow implementation for the paper: "Emotion Recognition from Multi-Channel EEG through Parallel Convol…☆48Oct 25, 2019Updated 6 years ago
- EEG-Based Emotion Recognition☆69May 29, 2026Updated 3 months ago
- ☆41Apr 11, 2021Updated 5 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Emotion Recognition using ML methods on the SEED dataset☆22Aug 6, 2019Updated 7 years ago
- A comparison of different classifiers in valence and arousal detection using the DEAP database for EEG☆15May 1, 2019Updated 7 years ago
- Affective EEG-Based Person Identification Using the Deep Learning Approach (IEEE Transactions on Cognitive and Developmental Systems)☆17Oct 23, 2019Updated 6 years ago
- Application prepares data to learning process. Including preprocessing, cleaning, reformating, feature extraction using PyEEG library and…☆34Nov 23, 2020Updated 5 years ago
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆219Oct 25, 2020Updated 5 years ago
- Feature Extraction of Mental Load EEG signals☆60Nov 3, 2016Updated 9 years ago
- Statistical comparison study of valence-arousal classifiers from EEG signals on DEAP and MANHOB datasets☆12Sep 28, 2022Updated 3 years ago