Fuzzy Systems and Data Mining VIII

Proceedings of FSDM 2022

A.J. Tallón-Ballesteros, Antonio J. Tallón-Ballesteros

• Publisher: SAGE Publications Ltd
• Year: 2022
• Print ISBN: 9781643683461
• eBook ISBN: 9781643683478
• Edition: 1
• Topic: Computer Science
• Subtopic: Artificial Intelligence (AI) & Semantics
• Index: Computer Science

Fuzzy logic is vital to applications in the electrical, industrial, chemical and engineering realms, as well as in areas of management and environmental issues. Data mining is indispensible in dealing with big data, massive data, and scalable, parallel and distributed algorithms. This book presents papers from FSDM 2022, the 8th International Conference on Fuzzy Systems and Data Mining. The conference, originally scheduled to take place in Xiamen, China, was held fully online from 4 to 7 November 2022, due to ongoing restrictions connected with the COVID-19 pandemic. This year, FSDM received 196 submissions, of which 47 papers were ultimately selected for presentation and publication after a thorough review process, taking into account novelty, and the breadth and depth of research themes falling under the scope of FSDM. This resulted in an acceptance rate of 23.97%. Topics covered include fuzzy theory, algorithms and systems, fuzzy applications, data mining and the interdisciplinary field of fuzzy logic and data mining. Offering an overview of current research and developments in fuzzy logic and data mining, the book will be of interest to all those working in the field of data science.

Table of contents

• Title Page
• Preface
• About the Conference
• Contents
• Ontology-Driven Visual Analytics Platform for Semantic Data Mining and Fuzzy Classification
• Solving Interval Investment Problem in Vague Environment Using Dynamic Programming Approach
• Mining Local Tight Spatial Sub-Prevalent Co-Location Patterns
• Improved Attention Mechanism-Based Object Detection Method
• Credit Risk Assessment by a Comparison Application of Two Boosting Algorithms
• A User Location Prediction Method Based on Similar Living Patterns
• Comparison and Combination of Leaky ReLU and ReLU Activation Function and Three Optimizers on Deep CNN for COVID-19 Detection
• Community Division Metric Based on Persistent Homology
• Forecasting Tax Risk by Machine Learning: Case of Firms in Ho Chi Minh City
• Fractional Gradient Descent Learning of Backpropagation Artificial Neural Networks with Conformable Fractional Calculus
• Lattice Linear Discriminant Analysis for Shape Constrained Classification
• Applied Decision Focused Learning: An End-to-End Decision System for Task Allocation
• An Accurate Cardinality Estimation Scheme for Cloned Tags Under the Capture Effect
• A New Student Behavior Analysis Method Based on K-Means Algorithm and Consumption Data of Campus Smart Card
• On Separation Principle in Dynamic Output Controller Design for One Class of Takagi-Sugeno Fuzzy Systems
• Automated Log Analysis and Anomaly Detection Using Machine Learning
• Preliminary Test Estimator in a Linear Regression Model
• Nowcasting Influenza-Like Illness (ILI) via a Stacking-Based Ensemble Approach
• A Limit Theorem for Weighted Sums of Random Sets in Fuzzy Metric Space
• Emotion-Enhanced Multi-Modal Persuasive Techniques Detection Using Split Features
• Data Visualization and Analysis with Machine Learning for the USA's COVID-19 Prediction
• Affective Analysis and Visualization from Posted Text, Replies, and Images for Analysis of Buzz Factors
• Accelerate the Convergence Speed of Perceptron Learning Algorithm with Weight
• Precipitation Change Pattern Analysis in the US with Image Sequence and Decision Tree Methods
• Optimization of Fuzzy System Inference Model on Mini Batch Gradient Descent
• Portfolio Selection Optimization with Hierarchical Fuzzy Conditional Value-at-Risk
• Implicative Quasi-Semi-Lattices
• Consumer Behaviour Towards Mobile Marketing in UAE Restaurants: Application of Technology Acceptance Model
• Research on the Impact of Management's Shareholding on Cash Holding Behavior of Manufacturing Companies
• Efficiency and Precision Trade-offs in UAV Tracking with Filter Pruning and Dynamic Channel Weighting
• Commodity Width Measurement Based on Big Data
• On Convergence Theorems for Strong Fuzzy Variational Henstock Integrals
• Fuzzy Henstock-Delta-Integral on Time Scales and Its Application
• A Preliminary Study on Education and Teaching Based on the Concept of Metaverse-Take "Information Technology" as an Example
• Dynamical Properties of a Predator-Prey Discrete Model with Hunting Cooperation Mechanism
• Fast Attribute Reduction for Big Datasets Based on Neighborhood Rough Set
• Neuro-Fuzzy Employee Ranking System in the Public Sector
• Spatial Feature Evolutionary Relationship Discovery Based on Tree Structure Pattern Mining and Spatial Co-Location Pattern Mining in Spatial Cliques
• KNN Algorithm and BP Neural Network Model Applied to Network News and Public Opinion Governance System
• Invariants for Curves in Equiform Galilean Space
• An Overview on the Development and Application of Cognitive Robot
• Real-Time Interaction VR Design of Role-Based Autonomous Experiment on ERP
• Intrusion Detection System Using PSO and DE Algorithms with BP Neural Network
• Feasibility Study and Prospect of Discharge Measurement Based on Satellite Remote Sensing
• Operation Dispatching Feature Analysis Based on TELEMAC-2D
• Critical Factors Affecting the Concession Pricing for Rural Sewage Treatment PPP Project in China
• Classification of Heart Sounds Based on Topological Data Analysis Method
• Subject Index
• Author Index