Volume 01, Issue 04

Open Access Original Research

Machine Learning Algorithms for Emotion Recognition Using Audio and Text Data
by Reem Al Ameen and Layla Al Maktoum

PatternIQ Mining.2024, (1)4, 1-11. piqm.24.18
Pub. Date: Nov 2024
DOI: https://www.doi.org/10.70023/sahd/241101

Emotion Recognition   Support Vector Machine (SVM)   Multimodal Analysis   Audio Features   Text Embedding  
Feature Fusion   Affective Computing

View Article


Open Access Original Research

Real-Time Algorithms for Gesture-Based Control in Robotics and Gaming Systems
by Syed Imran Hafiz and Wong Kai Ming

PatternIQ Mining.2024, (1)4, 12-23. piqm.24.19
Pub. Date: Nov 2024
DOI: https://www.doi.org/10.70023/sahd/241102

Real-Time Gesture Recognition   Human-Computer Interaction (HCI)   Hidden Markov Model (HMM)  
Dynamic Time Warping (DTW)   Robotics Control Gaming Systems   Kalman Filter

View Article


Open Access Original Research

Zero-Shot Learning Algorithms for Object Recognition in Medical and Navigation Applications
by Sangeeta Nair and Arvind Kumar

PatternIQ Mining.2024, (1)4, 24-37. piqm.24.20
Pub. Date: Nov 2024
DOI: https://www.doi.org/10.70023/sahd/241103

Object recognition   Variational Autoencoders   Transformer-based embeddings   contrastive learning   medical diagnostics

View Article


Open Access Original Research

Federated And Multi-Modal Learning Algorithms for Healthcare and Cross-Domain Analytics
by Ms. T. UMMAL SARIBA BEGUM

PatternIQ Mining.2024, (1)4, 38-51. piqm.24.21
Pub. Date: Nov 2024
DOI: https://www.doi.org/10.70023/sahd/241104

Federated Learning   Multi-modal analysis   Healthcare data   Privacypreserving   Conventional Neural Networks
Transformer models   Data fusion

View Article


Open Access Original Research

Deep Learning Algorithms for Multimodal Interaction Using Speech and Motion Data in Virtual Reality Systems
by Ahmed Zubair and Fatima Al Rashed

PatternIQ Mining.2024, (1)4, 52-64. piqm.24.22
Pub. Date: Nov 2024
DOI: https://www.doi.org/10.70023/sahd/241105

Multimodal Interaction   Deep Learning   Virtual Reality   Speech-Motion Fusion   Convolutional Neural Network (CNN)
Recurrent Neural Network (RNN)  

View Article


Open Access Original Research

Meta-Learning Approaches for Context-Aware Decision Support in Smart Agriculture and Autonomous Systems
by Zainab Binti Hassan and Haris Mohd Yusof

PatternIQ Mining.2024, (1)4, 65-78. piqm.24.23
Pub. Date: Nov 2024
DOI: https://www.doi.org/10.70023/sahd/241106

Smart agriculture   Meta-learning   Reptile algorithm   Autonomous system   Transformer models
Attention mechanism   Reinforcement learning

View Article