Electroencephalogram based Emotion Recognition with Graph Convolutional Network Model

Electroencephalogram based Emotion Recognition with Graph Convolutional Network Model

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2022.

Manylion Llyfryddiaeth
Prif Awduron:	Islam, Md. Tahmidul, Kabir, Abrar, Chowdhury, Imtiaz Ahmed, Afrin, Sadiya, Nahin, Rakibul Alam
Awduron Eraill:	Rabiul Alam, Dr. Md. Golam
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2023
Pynciau:	Emotional Intelligence Machinery activity EEG Emotion Brain signal Deep learning Hybrid model GCN. Machine Learning Electroencephalography Neural networks (Computer science)
Mynediad Ar-lein:	http://hdl.handle.net/10361/18031

Eitemau Tebyg

Exploring cognitive load and emotional states for the visually impaired
gan: Afroz, Sharmin, et al.
Cyhoeddwyd: (2019)

Multimodal emotion recognition from Speech and text using heterogeneous ensemble techniques
gan: Rafidul Islam, Sheikh Md, et al.
Cyhoeddwyd: (2022)

Emotional intelligence : why it can matter more than IQ /
gan: Goleman, Daniel
Cyhoeddwyd: (1996)

Emotion recognition using brian signals based on time-frequency analysis and supervised learning algorithm
gan: Hossain, Prommy Sultana Ferdawoos, et al.
Cyhoeddwyd: (2018)

Multiclass emotion classification by using Spectrogram image analysis: A CNN-XGBoost fusion approach
gan: Esha, Ishraq Ahmed, et al.
Cyhoeddwyd: (2023)

Emotional intelligence /
gan: Goleman, Daniel
Cyhoeddwyd: (1995)

Emotional discipline : the power to choose how you feel : 5 life changing steps to feeling better every day /
gan: Manz, Charles C.
Cyhoeddwyd: (2003)

Emotion in interaction
gan: Peräkylä, Anssi

Emotion detection using EEG signals
gan: Hossain, Mohammad Adnan
Cyhoeddwyd: (2021)

Parent’s perception and practices on socio-emotional development of 0-3 years old children
gan: Begum, Iffat Ara
Cyhoeddwyd: (2023)

Prediction of success factors of FMCG commercials using signal processing and machine learning algorithms
gan: Saquib, Nazmus, et al.
Cyhoeddwyd: (2021)

Aﬀective state recognition through analysis of electroencephalogram signals by using extreme gradient boosting
gan: khan, Md. Sakib, et al.
Cyhoeddwyd: (2021)

Emotion recognition using EEG signal and deep learning approach
gan: Islam, Sayedi Hassan Bin, et al.
Cyhoeddwyd: (2019)

Exploring the perceptions of parents on playful parenting and preschool children’s socio-emotional well-being
gan: Zahan, Sharmin
Cyhoeddwyd: (2024)

Innovations in rational-emotive therapy /
Cyhoeddwyd: (1993)

Literature and emotion /
gan: Hogan, Patrick Colm
Cyhoeddwyd: (2018)

Predicting effectiveness of marketing through analyzing emotional context in advertisement using deep learning
gan: Arafat, Sheikh Mohammad, et al.
Cyhoeddwyd: (2021)

A deep learning approach to depression detection based on Convolutional Neural Networks and Transfer Learning
gan: Sarmi, Kaniz Fatima, et al.
Cyhoeddwyd: (2022)

Emotion detection for Bangla language
gan: Rushan, Rowshan Rahman, et al.
Cyhoeddwyd: (2024)

Detection of mind wandering using EEG signals
gan: Tasika, Nadia Jebin, et al.
Cyhoeddwyd: (2020)

Study on human emotion based on facial expressions through human machine communication
gan: Murshed, Tahmin Aysha, et al.
Cyhoeddwyd: (2021)

Emotional intelligence and self-efficacy beliefs among secondary EFL teachers in Bangladesh: a path analysis
gan: Rimpu, Sefat Jeshin
Cyhoeddwyd: (2021)

Emotion detection from frontal facial image
gan: Hussain, Sakib
Cyhoeddwyd: (2014)

Behavior change analysis due to violent video gaming using deep learning models
gan: Rahman, Akhlak Ur, et al.
Cyhoeddwyd: (2024)

Emotional longevity : what really determines how long we live /
gan: Anderson, Norman B.
Cyhoeddwyd: (2003)

Early threat warning via speech and emotion recognition from voice calls
gan: Ishtiak, Ifaz, et al.
Cyhoeddwyd: (2019)

Applying tDCS over the dominant Hemisphere to observe event-related Desynchronization
gan: Khan, Akif Ahmed, et al.
Cyhoeddwyd: (2020)

Comparative analysis of emotion recognition methods
gan: Zaman, Mustafa, et al.
Cyhoeddwyd: (2010)

Destructive emotions : how can we overcome them? : a scientific dialogue with the Dalai Lama /
gan: Goleman, Daniel
Cyhoeddwyd: (2003)

Parental perception and practices to support socio-emotional development of children aged 3-5 years
gan: Deeya, Shafa Binte Hafiz
Cyhoeddwyd: (2024)

Emotion analysis using machine learning model and deep learning model on DEAP dataset
gan: Hasan, Anita, et al.
Cyhoeddwyd: (2022)

RED-LSTM: Real time emotion detection using LSTM
gan: Labiba, Mansura Rahman, et al.
Cyhoeddwyd: (2023)

Affective social anthropomorphic intelligent system
gan: Mamun, Md. Adyelullahil, et al.
Cyhoeddwyd: (2021)

Detection and prediction of epileptic seizure using different machine learning classifiers
gan: Crystal, Afnan Ahmed, et al.
Cyhoeddwyd: (2023)

TinyML for emotion detection in voice signals: evaluating and proposing algorithms for IoT wearable devices
gan: Ahmed, Hasibul Hasan, et al.
Cyhoeddwyd: (2024)

Role of EI and AFLL for effective English language skills
gan: Humaira, Tasnova
Cyhoeddwyd: (2018)

Government teachers’ perception and policy provision on SEL – a study in selected government primary schools in Bangladesh
gan: Himel, Md. Ar Rafi
Cyhoeddwyd: (2023)

Deep learning approaches to EEG and fMRI data: a comparative study for sleep stage classification
gan: Tanvir, Farhan, et al.
Cyhoeddwyd: (2024)

The emotionally disturbed child in the classroom : the orchestration of success /
gan: Hewett, Frank M.
Cyhoeddwyd: (1980)

A deep learning approach to integrate human-level understanding in a Chatbot
gan: Al Mamun, Amirul Islam, et al.
Cyhoeddwyd: (2021)