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.

Bibliographische Detailangaben
Hauptverfasser:	Ahmed, Hasibul Hasan, Ahmed, Zain, Choden, Tshewang, Chaudhary, Nutan
Weitere Verfasser:	Chakrabarty, Amitabha
Format:	Abschlussarbeit
Sprache:	English
Veröffentlicht:	Brac University 2024
Schlagworte:	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.
Online Zugang:	http://hdl.handle.net/10361/24346

Ähnliche Einträge

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

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

Emotion detection from frontal facial image
von: Hussain, Sakib
Veröffentlicht: (2014)

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

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

Emotional intelligence /
von: Goleman, Daniel
Veröffentlicht: (1995)

Emotion in interaction
von: Peräkylä, Anssi

Emotion detection using EEG signals
von: Hossain, Mohammad Adnan
Veröffentlicht: (2021)

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

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

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

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

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

Literature and emotion /
von: Hogan, Patrick Colm
Veröffentlicht: (2018)

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

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

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

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

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

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

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

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

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

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

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

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

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

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

The cultural politics of emotion /
von: Ahmed, Sara, 1969-
Veröffentlicht: (2004)

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

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

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

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

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

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

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

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

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

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

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