Full Description
This three-volume set LNAI 15708-15709-15110 constitutes the proceedings of the International Joint Conference on Rough Sets, IJCRS 2025, held in Chongqing, China, during May 11-13, 2025.
The 90 full papers included in these volumes were carefully reviewed and selected from 187 submissions. They are organized in topical sections as follows:
Part I: Rough Set Models and Foundations; Fuzzy Rough Sets and Rough Fuzzy Sets; and Granular Computing.
Part II: Rough Set Applications; Feature Selection and Knowledge Discovery; and Cognitive Computing.
Part III: Three-way Data Analytics and Decision; Medicine and Health Data Mining; and Applications of Deep Learning and Soft Computing.
Contents
.- Three way Data Analytics and Decision.
.- 3WOS: Finding the Pillars of Strength in Three way Oversampling with Density Clustering for Imbalanced Data Synthesis.
.- Three way Conflict Analysis Based on Fuzzy Preference Conflict Situation.
.- Granular ball SVM Based on Three way Decision.
.- A Decision theoretic Formulation of Three way Conflict Analysis.
.- Three way Conflict Analysis with Nonlinear Conflict Functions in Fuzzy Situation Tables.
.- Three way Approximate Representation of Rough Fuzzy Multi granularity Knowledge Spaces Via Information Measure.
.- Three Way Strategy Design for Conflict Analysis.
.- Three way Conflict Analysis: Issue Reduction of Incomplete Three valued Situation Tables.
.- New Models of Three way Conflict Analysis Based on Five Level Preferences.
.- Three way Causal Structure Representation and Learning for Uncertainty.
.- A Sequential Three way Decision Model Based on Uncertainty Measurement.
.- Granular Ball Three way Decision for Robust Text Classification.
.- Medicine and Health Data Mining.
.- Interpretable Disease Progression Path for Next Admission Diagnosis Event Prediction in Healthcare Data via Hybrid Rule Transformer Network.
.- ConformalRefiner: Retinal Vessel Topology Reconstruction via Conformal Risk Control.
.- Multi view Fusion Enhanced Social Text Representation for Depression Detection.
.- An Interpretable Framework for Pulmonary Nodule Malignancy Prediction.
.- CMIF: A Cross Modal Information Fusion Approach for Molecular Property Prediction.
.- Adversarial Transfer Learning for Predicting Drug Sensitivity in Single Cell Data.
.- Pneumonia Detection in Chest X ray Images with Deep Learning.
.- Attention Driven with Gaussian Processes for Weakly Supervised Hemorrhage Detection in Brain CT Scans.
.- Applications of Deep Learning and Soft Computing.
.- A User Oriented Perspective on Soft Clustering: Explainability and Uncertainty Quantification.
.- Generative Negative Sample Enhancement Based Few shot Named Entity Recognition.
.- Auxiliary Attributes guided Face Age Estimation.
.- Steering Angle Prediction Based on Travelable Regions and Bio inspired Neural Circuit Policy.
.- Multi exposure Correction via Feature Transfer and Calibration.
.- Collaborative Optimization of Truck Drone Based on Multi Agent Reinforcement Learning.
.- Two stage Multi modal Multi objective Algorithm Based on Dynamic Niche Updating.
.- Predicting Medium Term Trends of Stock Market Indexes with Deep Learning.
.- GA CtabDiff: Graph Augmented Diffusion Model for Mixed Type Tabular Data Generation.
.- Affinity Based Semantic Collaborative Hashing for Image Retrieval.
.- Graph Neural Networks with Direct Reach to Labeled Nodes.
.- Recognizing Plastic Bottles on Water Surface Based on Flipping Transformation.
.- A Multi level Tree Mapping for Hyper parameter Assigning in Network Representation Learning.
