Rough Sets : International Joint Conference, IJCRS 2024, Halifax, NS, Canada, May 17-20, 2024, Proceedings, Part I (Lecture Notes in Computer Science) / Hu, Mengjun (EDT)/ Cornelis, Chris (EDT)/ Zhang, Yan (EDT)

Rough Sets : International Joint Conference, IJCRS 2024, Halifax, NS, Canada, May 17-20, 2024, Proceedings, Part I (Lecture Notes in Computer Science) （2024）

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Rough Sets : International Joint Conference, IJCRS 2024, Halifax, NS, Canada, May 17-20, 2024, Proceedings, Part I (Lecture Notes in Computer Science) （2024）

Hu, Mengjun (EDT)/ Cornelis, Chris (EDT)/ Zhang, Yan (EDT)

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Springer International Publishing AG（2024/07発売）
外貨定価 US$ 109.99
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製本 Paperback:紙装版/ペーパーバック版／ページ数 354 p.
言語 ENG
商品コード 9783031656644

Full 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.

.- Rough Set Models and Foundations.

.- Mapper-Based Rough Sets.

.- On Tolerance-based Rough Set Operators and Their Covering Generalizations.

.- Parametrized γ-Decision Valuation for Variable Precision Rough Set Model.

.- Rough Algebraic Semantics of Concepts in Distributed Cognition Perspective.

.- Description logic for rough concepts.

.- Rule Induction and Machine Learning.

.- Greedy Algorithm for Construction of Deterministic Decision Trees for Conventional Decision Tables from Closed Classes.

.- Study of Dependency Degree and Bayesian Networks for Conflict Scenarios.

.- Consideration of Detecting Data and Functional Dependency in Tabular Data with Missing Values by the Obtained Rules..

.- Distance-Based Fuzzy-Rough Sets and Their Application To The Classification Problem.

.- Dealing with Missing Values Meaning Unknown in Probabilistic Approximations.

.- On Complexity of Deterministic and Nondeterministic Decision Trees for Decision Tables with Many-valued Decisions from Closed Classes.

.- Simulating Functioning of Decision Trees for Tasks on Decision Rule Systems.

.- RIONIDA: A Novel Algorithm for Imbalanced Data Combining Instance-Based Learning and Rule Induction.

.- Granular Computing.

.- Information System in the Light of Interactive Granular Computing.

.- GBTWSVM: Granular-ball Twin Support Vector Machine.

.- Fuzzy Granular-balls based Spectral Clustering.

.- A Vector Is a Granule: A Novel Extension of the Variable Precision Rough Set Model.

.- Rough Set Applications.

.- Cross-Weighting Knowledge Distillation for Object Detection.

.- A Method of Multi-USV Reward Design Using Fuzzy Control.

.- Hyp-DAN: Hyperbolic Distance-aware Attention Networks.

.- Optimizing Rough Set Flow Graph Inference.

.- Multimodal Propaganda Detection in Memes with Tolerance-based Soft Computing Method.