Rough Sets
Description
This two-volume set LNAI 14839-14840 constitutes the refereed proceedings of the International Joint Conference on Rough Sets, IJCRS 2024, held in Halifax, NS, Canada, during May 17-20, 2024.
The 43 full papers included in this book were carefully reviewed and selected from 56 submissions. They are organized in topical sections as follows:
Part I: Rough Set Models and Foundations; Rule Induction and Machine Learning; Granular Computing; and Rough Set Applications.
part II: Three-Way Decision and Rough Sets; Three-Way Decision in Data Analytics; Three-Way Decision in Broad Senses; Rental Market Data Mining; and Applications of Deep Learning and Soft Computing.
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Content
.-
Three-Way Decision and Rough Sets
.
.- The Visual Analysis of Three-way Decision based on Decision-theoretic Rough Set: A Perspective of Fusing Two-way Decision Pair.
.- Triangular Fuzzy Number Intuitionistic Fuzzy Covering Rough Sets and Applications to Decision Making.
.- Three-way Decision of Granular-ball Rough Sets based on Fuzziness.
.-
Three-Way Decision in Data Analytics
.
.- Three-way Cost-Performance Approximate Attribute Reduction.
.- Granular Approximations of Partially-Known Concepts.
.- Robust Online Satellite Video Object Tracking with Self-adoption Uncertainty.
.- Three-way Hybrid Sampling using Granular Balls for Imbalanced Classification.
.- Identifying Important Concepts in the Concept Lattice based on Concept Indices and Complex Network Analysis.
.- Result-fusion-based Temporal-spatial Composite Sequential Three-way Decisions.
.-
Three-Way Decision in Broad Senses
.
.- A Machine-People-Government Triangular Model of Smart Agriculture.
.- Three-way Bibliometrics Analytics for Supporting Literature Review.
.- Approximate Criterion Reduction in Multi-Criteria Trilevel Ranking Analysis.
.- New models of three-way conflict analysis based on decision-theoretic rough sets.
.- Three-way Conflict Analysis with Negative Feedback.
.-
Rental Market Data Mining
.
.- Estate 360: AI-Driven Centralized Real Estate Platform.
.- Housing Rental Information Management and Prediction System based on CatBoost Algorithm - a Case Study of Halifax Region.
.- A Novel Approach to Rental Market Analysis for Property Management Firms using Large Language Models and Machine Learning.
.-
Applications of Deep Learning and Soft Computing
.
.- Clinical Medical Test Decision-making of Liver Disease using Granular-ball Rough Set.
.- Lung Cancer Risk Prediction Model Trained with Multi-source Data.
.- Advancing ITS Applications with LLMs: A Survey on Traffic Management, Transportation Safety, and Autonomous Driving.
.- Automated Brain Tumor Classification with Deep Learning.