LEADER 04677nam 22007215 450 001 9910427714203321 005 20251225185118.0 010 $a3-030-58449-6 024 7 $a10.1007/978-3-030-58449-8 035 $a(CKB)4100000011457882 035 $a(DE-He213)978-3-030-58449-8 035 $a(MiAaPQ)EBC6350757 035 $a(PPN)256018405 035 $a(EXLCZ)994100000011457882 100 $a20200902d2020 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aScalable Uncertainty Management $e14th International Conference, SUM 2020, Bozen-Bolzano, Italy, September 23?25, 2020, Proceedings /$fedited by Jesse Davis, Karim Tabia 205 $a1st ed. 2020. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2020. 215 $a1 online resource (XIV, 297 p. 208 illus., 25 illus. in color.) 225 1 $aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v12322 311 08$a3-030-58448-8 327 $aSymbolic Logic Meets Machine Learning: A Brief Survey in Infinite Domains -- Score-Based Explanations in Data Management and Machine Learning -- From Ppossibilistic Rule-Based Systems to Machine Learning -- Logic, Probability and Action: A Situation Calculus Perspective -- When Nominal Analogical Proportions do not Fail -- Measuring Disagreement with Interpolants -- Inferring from an imprecise Plackett?Luce model: Application to Label Ranking -- Inference with Choice Functions Made Practical -- A Formal Learning Theory for Three-way Clustering -- Belief Functions for Safety Arguments Confidence Estimation -- Incremental Elicitation of Capacities for the Sugeno Integral with a Maximum Approach -- Computable Randomness is About More than Probabilities -- Equity in Learning Problems: an OWA Approach -- Conversational Recommender System by Bayesian Methods -- Dealing with Atypical Instances in Evidential Decision-Making -- Evidence Theory Based Combination of Frequent Chronicles for Failure Prediction.-Rule-Based Classification for Evidential Data -- Undecided Voters as Set-Valued Information -- Towards Forecasts under Epistemic Imprecision -- Multi-Dimensional Stable Matching Problems in Abstract Argumentation -- Modal Interpretation of Formal Concept Analysis for Incomplete Representations -- A Symbolic Approach for Counterfactual Explanations -- Modelling Multivariate Ranking Functions with Min-Sum Networks -- An Algorithm for the Contension Inconsistency Measure using Reductions to Answer Set Programming. 330 $aThis book constitutes the refereed proceedings of the 14th International Conference on Scalable Uncertainty Management, SUM 2020, which was held in Bozen-Bolzano, Italy, in September 2020. The 12 full, 7 short papers presented in this volume were carefully reviewed and selected from 30 submissions. Besides that, the book also contains 2 abstracts of invited talks, 2 tutorial papers, and 2 PhD track papers. The conference aims to gather researchers with a common interest in managing and analyzing imperfect information from a wide range of fields, such as artificial intelligence and machine learning, databases, information retrieval and data mining, the semantic web and risk analysis. Due to the Corona pandemic SUM 2020 was held as an virtual event. 410 0$aLecture Notes in Artificial Intelligence,$x2945-9141 ;$v12322 606 $aArtificial intelligence 606 $aComputer science$xMathematics 606 $aMachine learning 606 $aComputer networks 606 $aComputer systems 606 $aData mining 606 $aArtificial Intelligence 606 $aMathematics of Computing 606 $aMachine Learning 606 $aComputer Communication Networks 606 $aComputer System Implementation 606 $aData Mining and Knowledge Discovery 615 0$aArtificial intelligence. 615 0$aComputer science$xMathematics. 615 0$aMachine learning. 615 0$aComputer networks. 615 0$aComputer systems. 615 0$aData mining. 615 14$aArtificial Intelligence. 615 24$aMathematics of Computing. 615 24$aMachine Learning. 615 24$aComputer Communication Networks. 615 24$aComputer System Implementation. 615 24$aData Mining and Knowledge Discovery. 676 $a003.54 702 $aDavis$b Jesse 702 $aTabia$b Karim 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910427714203321 996 $aScalable Uncertainty Management$9772490 997 $aUNINA