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Not stated in source 2021 Needs review

SPEECH EMOTION RECOGNITION USING DEEP NEURAL NETWORKS

Author
Raiymbek Mustazhapov
University
Nazarbayev University
Country
Kazakhstan
Main specialisation
Natural Language Processing › Sentiment Analysis

There is an apparent evolving interest in speech emotion recognition (SER), one of the particular cases of a broader problem of multimedia pattern recognition. SER is considered to possess the capability to enhance the communication efficiency between human an…

Not stated in source 2024 Needs review

A Deep Neural Network Approach Integrating CNN and BiLSTM-Transformer Architectures for Emotion Recognition from Speech

Author
Divyansh Anand
University
Not available
Country
Not available
Main specialisation
Deep Learning & Neural Networks › Transformers

The goal of speech emotion recognition is to make human-computer interaction more efficient in several areas such as customer service, entertainment industry, human-computer interaction, healthcare, and education. Previous work in speech emotion analysis prese…

Not stated in source 2020 Needs review Available

Multimodal emotion recognition using deep learning techniques

Author
Tien Dung Nguyen
University
Not available
Country
Australia
Main specialisation
Natural Language Processing › Sentiment Analysis

This thesis investigates the use of deep learning techniques to address the problem of machine understanding of human affective behaviour and improve the accuracy of both unimodal and multimodal human emotion recognition. The objective was to explore how best…

Not stated in source 2025 Needs review

IMPLEMENTASI MODEL CONVOLUTIONAL RECURRENT NEURAL NETWORK (CRNN) DENGAN BIDIRECTIONAL LONG SHORT-TERM MEMORY (BI-LSTM) UNTUK PENGENALAN EMOSI PADA SUARA

Author
ADHIRAJASA M. RADITYA
University
Lampung University
Country
Indonesia
Main specialisation
Natural Language Processing › Sentiment Analysis

Pengenalan emosi pada suara merupakan tugas kompleks yang krusial untuk interaksi manusia-mesin. Penelitian ini mengimplementasikan dan mengevaluasi model Convolutional Recurrent Neural Network (CRNN) yang menggabungkan keunggulan Convolutional Neural Network…

Not stated in source 2020 Needs review Available

Adaptive Fusion Techniques for Effective Multimodal Deep Learning

Author
Gaurav Sahu
University
University of Waterloo
Country
Canada
Main specialisation
Deep Learning & Neural Networks › Transformers

Effective fusion of data from multiple modalities, such as video, speech, and text, is a challenging task due to the heterogeneous nature of multimodal data. In this work, we propose fusion techniques that aim to model context from different modalities effecti…

Not stated in source 2018 Needs review

Sentiment analysis on Twitter data using machine learning

Author
Ravikumar Patel
University
Laurentian University
Country
Canada
Main specialisation
Natural Language Processing › Sentiment Analysis

In the world of social media people are more responsive towards product or certain events that are currently occurring. This response given by the user is in form of raw textual data (Semi Structured Data) in different languages and terms, which contains noise…