Innovations in Information and Communication Technologies: Proceedings of ICIICT 2022 (Algorithms for Intelligent Systems)

Description

This book gathers selected papers presented at the International Conference on Innovations in Information and Communication Technologies (ICIICT 2022), held in Thailand during April 15–16, 2022. It presents the works on the intersection of the Computer Science and Communication Engineering. Topics covered in the book include communications engineering, Internet and web technology, computer and information science, artificial intelligence, data science and management, and ICT applications. Organization Preface Contents About the Editors 1 Deep Learning Model for Arrhythmia Classification with 2D Convolutional Neural Network 1 Introduction 2 Related Works 3 Materials and Methods 3.1 Experimental Setup 3.2 Methodology 3.3 Convolutional Neural Network 3.4 Arrhythmia Binary Classifier (ARBC) 3.5 Arrhythmia Multi-class Classifier (ARMC) 4 Results and Discussion 5 Conclusion References 2 Sign Language Recognition System for Deaf People 1 Introduction 2 Literature Review 3 System Design and Workflow 4 Experimentation 5 Results and Discussion 6 Future Scope 7 Conclusion References 3 Efficient Question Answering in Chatbot Using TF-IDF and Cosine Similarity 1 Introduction 2 Related Work 3 Proposed Method 4 Result 5 Conclusion References 4 Power Allocation Scheme Based on DRL for CF Massive MIMO Network with UAV 1 Introduction 1.1 Related Work 1.2 Motivation 1.3 Contributions 1.4 Organisation 2 System Model 2.1 Estimation of Channel and Pilot Transmission 2.2 Uplink Data Transmission 3 Proposed Solution 3.1 Markov Decision Process 3.2 Centralised Optimisation 4 Evaluation of the Performance 4.1 Simulation Parameters 5 Conclusion References 5 Machine Learning Techniques for Predicting Dengue Outbreak 1 Introduction 2 Related Work 3 Study Area and Data Resources 4 Methodology 4.1 Dataset Preprocessing 4.2 Interpolation 4.3 Time Series Forecasting with Random Forest 4.4 Gradient Boosting for Time Series Prediction 4.5 Performance Measures 5 Results and Discussion 6 Conclusion References 6 Human Activity Recognition Using Wearable and Inertial Sensors 1 Introduction 2 Proposed Methodology 3 Dataset Description 4 Results and Discussion 4.1 Based on WISDM Dataset 4.2 Based on KU-HAR Dataset 4.3 Performance Evaluation 5 Conclusion References 7 Concern Levels During COVID-19: An AI-Based Approach for Social Media Analysis 1 Introduction and Related Work 2 Data and Methods 2.1 Datasets Used 2.2 Data Collection 2.3 Data Preprocessing 2.4 RoBERTa 2.5 Social Media Metric 2.6 Change Point Detection 3 Experimental Results 3.1 Training Data Preparation 3.2 Model Performance 3.3 Generating PCI Time Series 3.4 Change Points in PCI Time Series 4 Discussion 5 Conclusion References 8 An Assessment of Application of Artificial Intelligence in Retail 1 Introduction 1.1 Background of the Study 1.2 Research Methodology 2 Bibliometric Analysis 3 Analysis 3.1 Digitization of Retail 3.2 Future of Digital Formats in Retailing 3.3 Retailing Innovation 3.4 Data Confidentialities and Apprehensions 3.5 AI, AR, and Interactive Technologies in Retail 4 Scope for Future Research 5 Conclusion References Author Index