05564nam a22006135i 4500 978-3-031-65665-1 DE-He213 20251030112647.0 cr nn 008mamaa 240724s2024 sz | s |||| 0|eng d 9783031656651 978-3-031-65665-1 10.1007/978-3-031-65665-1 doi Q334-342 TA347.A78 UYQ bicssc COM004000 bisacsh UYQ thema Rough Sets [electronic resource] : International Joint Conference, IJCRS 2024, Halifax, NS, Canada, May 17–20, 2024, Proceedings, Part I / edited by Mengjun Hu, Chris Cornelis, Yan Zhang, Pawan Lingras, Dominik Ślęzak, JingTao Yao. 1st ed. 2024. Cham : Springer Nature Switzerland : Imprint: Springer, 2024. XLI, 354 p. 90 illus., 53 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Lecture Notes in Artificial Intelligence, 2945-9141 ; 14839 -- 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. 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. Artificial intelligence. 58441 Data mining. 6941 Social sciences Data processing. 65741 Artificial Intelligence. 58441 Data Mining and Knowledge Discovery. Computer Application in Social and Behavioral Sciences. 65743 Hu, Mengjun. editor. (orcid)0000-0001-5873-7716 https://orcid.org/0000-0001-5873-7716 edt http://id.loc.gov/vocabulary/relators/edt 81202 Cornelis, Chris. editor. (orcid)0000-0002-6852-4041 https://orcid.org/0000-0002-6852-4041 edt http://id.loc.gov/vocabulary/relators/edt 81203 Zhang, Yan. editor. (orcid)0000-0002-5474-4019 https://orcid.org/0000-0002-5474-4019 edt http://id.loc.gov/vocabulary/relators/edt 79302 Lingras, Pawan. editor. (orcid)0000-0002-2149-7242 https://orcid.org/0000-0002-2149-7242 edt http://id.loc.gov/vocabulary/relators/edt 81204 Ślęzak, Dominik. editor. (orcid)0000-0003-2453-4974 https://orcid.org/0000-0003-2453-4974 edt http://id.loc.gov/vocabulary/relators/edt 81205 Yao, JingTao. editor. (orcid)0000-0002-7823-4136 https://orcid.org/0000-0002-7823-4136 edt http://id.loc.gov/vocabulary/relators/edt 81206 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783031656644 Printed edition: 9783031656668 Lecture Notes in Artificial Intelligence, 2945-9141 ; 14839 https://doi.org/10.1007/978-3-031-65665-1 ZDB-2-SCS ZDB-2-SXCS ZDB-2-LNC 61882 61882