Scalable Uncertainty Management : 16th International Conference, SUM 2024, Palermo, Italy, November 27–29, 2024, Proceedings / edited by Sébastien Destercke, Maria Vanina Martinez, Giuseppe Sanfilippo.

Format:

Book

Contributor:

Destercke, Sébastien, editor.

Martinez, Maria Vanina, editor.

Sanfilippo, Giuseppe, editor.

Series:

Lecture Notes in Artificial Intelligence, 2945-9141 ; 15350

Language:

English

Subjects (All):

Artificial intelligence.

Computer science--Mathematics.

Computer science.

Machine learning.

Computer networks.

Computer systems.

Data mining.

Artificial Intelligence.

Mathematics of Computing.

Machine Learning.

Computer Communication Networks.

Computer System Implementation.

Data Mining and Knowledge Discovery.

Local Subjects:

Artificial Intelligence.

Mathematics of Computing.

Machine Learning.

Computer Communication Networks.

Computer System Implementation.

Data Mining and Knowledge Discovery.

Physical Description:

1 online resource (500 pages)

Edition:

1st ed. 2025.

Place of Publication:

Cham : Springer Nature Switzerland : Imprint: Springer, 2025.

Summary:

This book constitutes the refereed proceedings of the 16th International Conference on Scalable Uncertainty Management, SUM 2024, held in Palermo, Italy, during November 27–29, 2024. The 28 full and 7 short papers presented in this volume were carefully reviewed and selected from 43 submissions. SUM 2024 solicited three types of paper submissions: Long papers reporting on original research or providing surveys that synthesize current research trends, short papers describing promising work in progress, systems, or positions on controversial issues, and extended abstracts.

Contents:

Repair Based Semantics for Querying Inconsistent Data From Databases to Knowledge Bases and Back

Looking at conditionals within the possibilistic framework

From de Finetti’s coherence to new theories for reasoning under uncertainty

MIP Outer Belief Approximations of Lower Conditional Joint CDFs in Statistical Matching Problems

Integrating User Preferences into Gradual Bipolar Argumentation for Personalised Decision Support

Scaling Up Reasoning From Conditional Belief Bases

On Decisive Revision Operators and Totally Ordered Information

Judicial Support Tool Finding the k Most Likely Judicial Worlds

Flexible risk aware sequential decision making

Entropy and extropy for partial probability assessments on arbitrary families of events

Robust Discrete Bayesian Classifier under Covariate and Label Noise

Imprecise Dynamic Value at Risk Induced by a DS Bivariate Random Walk

Boolean weighting in possibilistic logic

Possibilistic provenance

Towards a logical framework for reasoning with stereotypes

SDF FuzzIA a Fuzzy Ontology based plug in for the intelligent analysis of geothematic data

On the Completeness and Complexity of Lifted Temporal Inference

Bel Coalitional Games

Lifting Partially Observable Stochastic Games

Inconsistency Measurement in LTLf Based on Minimal Inconsistent Sets and Minimal Correction Sets

Contribution of Subsets of Variables in Global Sensitivity Analysis with Dependent Variables

An Ontology Based Approach for Handling Inconsistency in Explainable and Prioritized Access Control Models

Estimating Causal Effects in Partially Directed Parametric CausalFactor Graphs

Discrete Minimax Binary Relevance Classifier for Imbalanced Multi label Classification

Entropic Regularization Schemes for Learning Fuzzy Similarity Measures Based on the d Choquet Integral

Elicitation for Decision Problems under severe uncertainties

Accelerate K Mode Algorithms Using The Triangle Inequality

A Reinforcement Learning Approach for Resolving Inconsistencies in Qualitative Constraint Networks

r ERBFN an Extension of the Evidential RBFN Accounting for the Dependence Between Positive and Negative Evidence

Frank’s triangular norms in Piaget’s logical proportions

Social ranking under incomplete knowledge elicitation of the lex-cel necessary winners

User’s Preference Modelling with Godel Integral

Extended Boltzmann Machine Generative Model

Compact Solution Representation in Qualitative Constraint based Reasoning

Credibility Limited Revision for Epistemic Spaces

Towards a Dialogue Game based Semantics for Extended Abstract Argumentation Frameworks based on Indecision Blocking

Transfer Learning Approach for High Imbalance and Multi Class Classification of Fluorescence Images

Stability of Extensions in Incomplete Argumentation Frameworks.

Notes:

Includes bibliographical references and index.

ISBN:

9783031762352

3031762355