This book constitutes the refereed proceedings of the 9th International Conference on Future Data and Security Engineering, FDSE 2022, held in Ho Chi Minh City, Vietnam, during November 23-25, 2022.
The 41 full papers(including 4 invited keynotes) and 12 short papers included in this book were carefully reviewed and selected from 170 submissions. They were organized in topical sections as follows: invited keynotes; big data analytics and distributed systems; security and privacy engineering; machine learning and artificial intelligence for security and privacy; smart city and industry 4.0 applications; data analytics and healthcare systems; and security and data engineering.
Reihe
Auflage
Sprache
Verlagsort
Verlagsgruppe
Illustrationen
78 s/w Abbildungen, 261 farbige Abbildungen
XVI, 765 p. 339 illus., 261 illus. in color.
ISBN-13
978-981-19-8069-5 (9789811980695)
DOI
10.1007/978-981-19-8069-5
Schweitzer Klassifikation
Invited Keynotes
.- Towards a Foundation of Web3.- In-Memory Computing Architectures for Big data and Machine Learning Applications.- Secure and Efficient Implementation of Electronic Money.- Managing the Quality of Data and Metadata for Biobanks.-
Big Data Analytics and Distributed Systems
.- Towards A Privacy, Secured and Distributed Clinical Data Warehouse Architecture.- Improving the Storage Utilization of 0-Complete Trees as Index Structures.- Implement the Data Conversion System by using a-Lightweight Coreset for Validation Process.- Content Selection Methods Using User Interest Prediction Based on Similarities of Web Activities.- ImageNet Challenging Classification with the Raspberry Pis: A Federated Learning Algorithm of Local Stochastic Gradient Descent Models.- Covid-19 Detection Based on Lung Lesion Signs in Big Data Processing Environment.- Predicting Loan Repayment Using A Hybrid of Genetic Algorithms, Logistic Regression, and Artificial Neural Networks.- Performance Evaluation of Regular Decomposition and Benchmark Clustering Methods.-
Security and Privacy Engineering
.- Authentication of Luxury Products - Identifying Key Requirements from a Seller and Consumer Perspective.- Analysis of A New Practical SPN-based Scheme in the Luby-Rackoff Model.- Authorization and Access Control for Different Database Models: Requirements and Current State of the Art.- A Hierarchical Deterministic Wallet using Ed25519 Digital Signature Scheme.- A Secure Framework for Internet of Medical Things Security Based System using Lightweight Cryptography enabled Blockchain.- Signature Algorithms on Non-commutative Algebras over Finite Fields of Characteristic Two.- Design a Smart Lock System Using Fingerprint and Password for Enhancing Security.-
Machine Learning and Artificial Intelligence for Security and Privacy
.- Towards an Attention-based Threat Detection System for IoT Networks.- Security and Privacy Issues and Solutions in Federated Learning for Digital Healthcare.- pPATE: A Pragmatic Private Aggregation of Teacher Ensembles Framework by Sparse Vector Technique based Differential Privacy, Paillier Cryptosystem and Human-in-the-loop.- Vietnamese Text's Writing Styles Based Authorship Identification Model.- Application of Machine Learning in Malware Detection.-
Smart City and Industry 4.0 Applications
.- Text Classification Models and Topic Models: An Overall Picture and A Case Study in Vietnamese.- Deep Hybrid Models for Forecasting Stock Midprices from the High-Frequency Limit Order Book.- An Image Denoising Model based on Nonlinear Partial Diferential Equation Using Deep Learning.- Recommendations in E-Commerce Systems based on Deep Matrix Factorization.- AttendanceKit: A set of Role-based Mobile Applications for Automatic Attendance Checking with UHF RFIDusing Realtime Firebase and Face Recognition.- Poses Classification in a Taekwondo Lesson using Skeleton Data extracted from Videos with Shallow and Deep Learning Architectures.- Social Distancing Violation Detection in Video using ChessBoard and Bird's-eye Perspective.- 3D-FaultSeg-UNet: 3D Fault Segmentation in Seismic Data Using Bi-stream U-Net.- Applying Artificial Intelligence to Plan Flight Paths for Aircraft at Subsonic Speeds.- Capacity Building in Government: Towards Developing A Standard for A Functional Specialist in AI for Public Services.- On the Feasibility of Machine Learning Models for Customer Spending Prediction Problem.- Forecasting the Opening and Closing Price Trends of Stock Using Hybrid Models and Artificial Intelligence Algorithm.- Artificial Intelligence Use in e-Government Services: A Systematic Interdisciplinary Literature Review.- Face Recognition based on Deep Learning and Data Augmentation.- An Approach forSimilarity Vietnamese Documents Detection from English Documents.- Combine Clasification Algorithm and Centernet Model to Predict Trafic Density.-
Data Analytics and Healthcare Systems
.- Comparison of Health Indicators Construction for Concrete Structure Using Acoustic Emission Hit and Kullback-Leibler Divergence.- Lung and Colon Tumor Classification Based on Transfer Learning-Based Techniques.- An Enhanced Diabetes Mellitus Prediction using Feature Selection-Based Type-2 Fuzzy Model.- A Novel Approach of Using Neural Circuit Policies for COVID-19 Classification on CT-images.- Lung Lesions Segmentation and Classification with Deep Neural Networks.-
Security and Data Engineering
.- Image Denoising using Fully Connected Network with Reinforcement Learning.- Energy Harvesting Aware for Delay-efficient Data Aggregation in Battery-free IoT Sensors.- Deep Models for Mispronounce Prediction for Vietnamese Learners of English.- An Approach to Hummed-tune and Song Sequences Matching.- 84 Birds Classification using Transfer Learning and EfficientNetB2.- A Session-based Recommender System for Learning Resources.- A Drowsiness Detection System Based on Eye Landmarks Using IoT.- A Novel Approach for Vietnamese Speech Recognition Using Conformer.- Enhancing obfuscated malware detection with machine learning techniques.- Detecting Intrusion using Multiple Datasets in Software-Defined Networks.- Detecting Exams Fraud Using Transfer Learning and Fine-tuning for ResNet50.- Shape of Pill Recognition Using Mask R-CNN.