LEADER 04759nam 22006615 450 001 9910878060803321 005 20251225200645.0 010 $a9783031656651 010 $a3031656652 024 7 $a10.1007/978-3-031-65665-1 035 $a(MiAaPQ)EBC31569762 035 $a(Au-PeEL)EBL31569762 035 $a(CKB)33450023100041 035 $a(DE-He213)978-3-031-65665-1 035 $a(OCoLC)1450451620 035 $a(EXLCZ)9933450023100041 100 $a20240724d2024 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aRough Sets $eInternational Joint Conference, IJCRS 2024, Halifax, NS, Canada, May 17?20, 2024, Proceedings, Part I /$fedited by Mengjun Hu, Chris Cornelis, Yan Zhang, Pawan Lingras, Dominik ?l?zak, JingTao Yao 205 $a1st ed. 2024. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2024. 215 $a1 online resource (384 pages) 225 1 $aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v14839 311 08$a9783031656644 311 08$a3031656644 327 $a -- Rough Set Models and Foundations. -- Mapper-Based Rough Sets. -- On Tolerance-based Rough Set Operators and Their Covering Generalizations. -- Parametrized ?-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. 330 $aThis two-volume set LNAI 14839-14840 constitutes the refereed proceedings of the International Joint Conference on Rough Sets, IJCRS 2024, held in Halifax, NS, Canada, during May 17?20, 2024. The 43 full papers included in this book were carefully reviewed and selected from 56 submissions. They are organized in topical sections as follows: Part I: Rough Set Models and Foundations; Rule Induction and Machine Learning; Granular Computing; and Rough Set Applications. Part II: Three-Way Decision and Rough Sets; Three-Way Decision in Data Analytics; Three-Way Decision in Broad Senses; Rental Market Data Mining; and Applications of Deep Learning and Soft Computing. 410 0$aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v14839 606 $aArtificial intelligence 606 $aData mining 606 $aSocial sciences$xData processing 606 $aArtificial Intelligence 606 $aData Mining and Knowledge Discovery 606 $aComputer Application in Social and Behavioral Sciences 615 0$aArtificial intelligence. 615 0$aData mining. 615 0$aSocial sciences$xData processing. 615 14$aArtificial Intelligence. 615 24$aData Mining and Knowledge Discovery. 615 24$aComputer Application in Social and Behavioral Sciences. 676 $a006.3 700 $aHu$b Mengjun$01758548 701 $aCornelis$b Chris$01758549 701 $aZhang$b Yan$01086917 701 $aLingras$b Pawan$0963876 701 $aS?le?zak$b Dominik$01755839 701 $aYao$b JingTao$0600248 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910878060803321 996 $aRough Sets$94196781 997 $aUNINA