LEADER 05001nam 22006735 450 001 9910502620803321 005 20251225174951.0 010 $a3-030-87334-X 024 7 $a10.1007/978-3-030-87334-9 035 $a(CKB)4940000000612035 035 $a(MiAaPQ)EBC6729582 035 $a(Au-PeEL)EBL6729582 035 $a(OCoLC)1268465034 035 $a(PPN)258051833 035 $a(BIP)81633647 035 $a(BIP)81340705 035 $a(DE-He213)978-3-030-87334-9 035 $a(EXLCZ)994940000000612035 100 $a20210917d2021 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aRough Sets $eInternational Joint Conference, IJCRS 2021, Bratislava, Slovakia, September 19?24, 2021, Proceedings /$fedited by Sheela Ramanna, Chris Cornelis, Davide Ciucci 205 $a1st ed. 2021. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2021. 215 $a1 online resource (320 pages) 225 1 $aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v12872 311 08$a3-030-87333-1 320 $aIncludes bibliographical references and index. 327 $aInvited Papers -- Mining Incomplete Data Using Global and Saturated Probabilistic Approximations Based on Characteristic Sets and Maximal Consistent Blocks -- Determining Tanimoto Similarity Neighborhoods of Real-Valued Vectors by Means of the Triangle Inequality and Bounds on Length -- Rough-Fuzzy Segmentation of Brain MR Volumes: Applications in Tumor Detection and Malignancy Assessment -- DDAE-GAN: Seismic Data Denoising by Integrating Autoencoder and Generative Adversarial Network -- Classification of Multi-Class Imbalanced Data: Data Difficulty Factors and Selected Methods for Improving Classifiers -- Core Rough Set Models and Methods -- General Rough Modeling of Cluster Analysis -- Possible Coverings in Incomplete Information Tables with Similarity of Values -- Attribute Reduction Using Functional Dependency Relations in Rough Set Theory -- The RSDS: A Current State and Future Plans -- Many-Valued Dynamic Object-Oriented Inheritance and Approximations -- Related Methods and Hybridization -- Minimizing Depth of Decision Trees with Hypotheses -- The Influence of Fuzzy Expectations on Triples of Triangular Norms in the Weighted Fuzzy Petri Net for the Subject Area of Passenger Transport Logistics -- Possibility Distributions Generated by Intuitionistic L-Fuzzy Sets -- Feature Selection and Disambiguation in Learning from Fuzzy Labels using Rough Sets -- Right Adjoint Algebras versus Operator Left Residuated posets -- Adapting Fuzzy Rough Sets for Classification with Missing Values -- Areas of Applications -- Spark Accelerated Implementation of Parallel Attribute Reduction from Incomplete Data -- Attention Enhanced Hierarchical Feature Representation for Three-way Decision Boundary Processing -- An Opinion Summarization-Evaluation System Based on Pre-trained Models -- Fuzzy-Rough Nearest Neighbour Approaches for Emotion Detection in Tweets -- Three-way decisions based RNN models for sentiment classification -- Tolerance-Based Short Text Sentiment Classifier -- Knowledge Graph Representation Learning for Link Prediction with Three-Way Decisions -- PNeS in Modelling, Control and Analysis of Concurrent Systems -- 3RD: A Multi-Criteria Decision-Making Method Based on Three-Way Rankings. 330 $aThe volume LNAI 12872 constitutes the proceedings of the International Joint Conference on Rough Sets, IJCRS 2021, Bratislava, Slovak Republic, in September 2021. The conference was held as a hybrid event due to the COVID-19 pandemic. The 13 full paper and 7 short papers presented were carefully reviewed and selected from 26 submissions, along with 5 invited papers. The papers are grouped in the following topical sections: core rough set models and methods, related methods and hybridization, and areas of applications. 410 0$aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v12872 606 $aData mining 606 $aApplication software 606 $aArtificial intelligence 606 $aData Mining and Knowledge Discovery 606 $aComputer and Information Systems Applications 606 $aArtificial Intelligence 606 $aComputer and Information Systems Applications 615 0$aData mining. 615 0$aApplication software. 615 0$aArtificial intelligence. 615 14$aData Mining and Knowledge Discovery. 615 24$aComputer and Information Systems Applications. 615 24$aArtificial Intelligence. 615 24$aComputer and Information Systems Applications. 676 $a511.322 702 $aRamanna$b Sheela 702 $aCornelis$b Chris 702 $aCiucci$b Davide 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910502620803321 996 $aRough Sets$92569547 997 $aUNINA