TinyML for emotion detection in voice signals: evaluating and proposing algorithms for IoT wearable devices

TinyML for emotion detection in voice signals: evaluating and proposing algorithms for IoT wearable devices

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2024.

Manylion Llyfryddiaeth
Prif Awduron:	Ahmed, Hasibul Hasan, Ahmed, Zain, Choden, Tshewang, Chaudhary, Nutan
Awduron Eraill:	Chakrabarty, Amitabha
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2024
Pynciau:	Tiny machine learning Emotion detection SER Voice signals Wearable IoT devices BiLSTM Convolutional neural network KNN Internet of things. Emotion recognition. Neural networks (Computer science). Speech processing systems.
Mynediad Ar-lein:	http://hdl.handle.net/10361/24346

Eitemau Tebyg

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

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

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

Tiny-ML based person identification in dynamic motion
gan: Ahmed, Mirza Raiyan, et al.
Cyhoeddwyd: (2024)

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

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

Emotion in interaction
gan: Peräkylä, Anssi

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

Hybrid recommendation system of intelligent captioning using deep learning networks
gan: Wasi, Ahamed Al, et al.
Cyhoeddwyd: (2024)

Electroencephalogram based Emotion Recognition with Graph Convolutional Network Model
gan: Islam, Md. Tahmidul, et al.
Cyhoeddwyd: (2023)

Edge-optimized machine learning models for real-time personalized health monitoring on wearables
gan: Rafee, Athar Noor Mohammad, et al.
Cyhoeddwyd: (2024)

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

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

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

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

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

An integrated approach: fake review detection using convBERT-BiLSTM classification
gan: Mahmud, Md. Anas, et al.
Cyhoeddwyd: (2024)

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

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

Design and development of a wearable health monitoring system for elderly people
gan: Mehad, Shakkharatul Haque, et al.
Cyhoeddwyd: (2017)

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

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

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

Novel approach to detect hate speech and profanity on online platforms
gan: Pritha, Barha Meherun, et al.
Cyhoeddwyd: (2022)

Wearable computing devices for the visually impaired
gan: Karim, Shakil Bin, et al.
Cyhoeddwyd: (2016)

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

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

A hybrid deep learning model and explainable AI-based Bengali hate speech multi-label classification and interpretation
gan: Shakil, Mahmudul Hasan
Cyhoeddwyd: (2023)

The cultural politics of emotion /
gan: Ahmed, Sara, 1969-
Cyhoeddwyd: (2004)

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

The role of EBL in their employee’s mental health
gan: Tanjeeb, Syeda Mantaka
Cyhoeddwyd: (2023)

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

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

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

Parental perception on the role of music on children’s socio-emotional development in preschool years
gan: Konal, Somnur Monir
Cyhoeddwyd: (2022)

Understanding the perceptions and practices of private school teachers in the integration of empathy in classrooms
gan: Salauddin, Mehtaz Islam
Cyhoeddwyd: (2021)

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

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

An efficient ML approach to detect brain tumor using MRI images
gan: Muktadir, MD. Arafat, et al.
Cyhoeddwyd: (2024)

Demand forecasting on supply chain using ML and NN
gan: Hridi, Naoshin Anzum, et al.
Cyhoeddwyd: (2023)