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.

Podrobná bibliografie
Hlavní autoři:	Ahmed, Hasibul Hasan, Ahmed, Zain, Choden, Tshewang, Chaudhary, Nutan
Další autoři:	Chakrabarty, Amitabha
Médium:	Diplomová práce
Jazyk:	English
Vydáno:	Brac University 2024
Témata:	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.
On-line přístup:	http://hdl.handle.net/10361/24346

Podobné jednotky

Affective social anthropomorphic intelligent system
Autor: Mamun, Md. Adyelullahil, a další
Vydáno: (2021)

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

Emotion detection from frontal facial image
Autor: Hussain, Sakib
Vydáno: (2014)

Tiny-ML based person identification in dynamic motion
Autor: Ahmed, Mirza Raiyan, a další
Vydáno: (2024)

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

Emotional intelligence /
Autor: Goleman, Daniel
Vydáno: (1995)

Emotion in interaction
Autor: Peräkylä, Anssi

Emotion detection using EEG signals
Autor: Hossain, Mohammad Adnan
Vydáno: (2021)

Hybrid recommendation system of intelligent captioning using deep learning networks
Autor: Wasi, Ahamed Al, a další
Vydáno: (2024)

Electroencephalogram based Emotion Recognition with Graph Convolutional Network Model
Autor: Islam, Md. Tahmidul, a další
Vydáno: (2023)

Edge-optimized machine learning models for real-time personalized health monitoring on wearables
Autor: Rafee, Athar Noor Mohammad, a další
Vydáno: (2024)

Multimodal emotion recognition from Speech and text using heterogeneous ensemble techniques
Autor: Rafidul Islam, Sheikh Md, a další
Vydáno: (2022)

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

Literature and emotion /
Autor: Hogan, Patrick Colm
Vydáno: (2018)

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

Multiclass emotion classification by using Spectrogram image analysis: A CNN-XGBoost fusion approach
Autor: Esha, Ishraq Ahmed, a další
Vydáno: (2023)

An integrated approach: fake review detection using convBERT-BiLSTM classification
Autor: Mahmud, Md. Anas, a další
Vydáno: (2024)

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

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

Design and development of a wearable health monitoring system for elderly people
Autor: Mehad, Shakkharatul Haque, a další
Vydáno: (2017)

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

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

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

Novel approach to detect hate speech and profanity on online platforms
Autor: Pritha, Barha Meherun, a další
Vydáno: (2022)

Wearable computing devices for the visually impaired
Autor: Karim, Shakil Bin, a další
Vydáno: (2016)

Early threat warning via speech and emotion recognition from voice calls
Autor: Ishtiak, Ifaz, a další
Vydáno: (2019)

Emotion detection for Bangla language
Autor: Rushan, Rowshan Rahman, a další
Vydáno: (2024)

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

The cultural politics of emotion /
Autor: Ahmed, Sara, 1969-
Vydáno: (2004)

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

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

Exploring cognitive load and emotional states for the visually impaired
Autor: Afroz, Sharmin, a další
Vydáno: (2019)

Comparative analysis of emotion recognition methods
Autor: Zaman, Mustafa, a další
Vydáno: (2010)

Prediction of success factors of FMCG commercials using signal processing and machine learning algorithms
Autor: Saquib, Nazmus, a další
Vydáno: (2021)

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

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

Predicting effectiveness of marketing through analyzing emotional context in advertisement using deep learning
Autor: Arafat, Sheikh Mohammad, a další
Vydáno: (2021)

Emotion recognition using brian signals based on time-frequency analysis and supervised learning algorithm
Autor: Hossain, Prommy Sultana Ferdawoos, a další
Vydáno: (2018)

An efficient ML approach to detect brain tumor using MRI images
Autor: Muktadir, MD. Arafat, a další
Vydáno: (2024)

Demand forecasting on supply chain using ML and NN
Autor: Hridi, Naoshin Anzum, a další
Vydáno: (2023)