Modeling Decisions for Artificial Intelligence

This book constitutes the refereed proceedings of the 22nd International Conference on Modeling Decisions for Artificial Intelligence, MDAI 2025, held in Valencia, Spain, during September 15-18, 2025.
The 28 full papers were carefully reviewed and selected from 58 submissions. They are organized in topical sections as follows: Decision making and uncertainty; Data privacy; Machine learning and Data science.

. - Decision making and uncertainty.

. - Measurable Closure of a Finitely-Additive Measure Space: An Analysis of Spaces


Similar to Stone Spaces.

. - Ecological Inference for Electoral Analysis: A Computational Perspective on


Human Decision-Making.

. - Dimensionality reduction with entropies from f-divergences.

. - ChessFormer - Modeling human decision making in chess.

. - Simulating Electoral Behavior.

. - Multi-criteria Assessment of Clustering Procedures in E-Commerce.

. - Automated Decision-Making via Reinforcement Learning from Demonstrations.

. - Decision Analysis with the Hurwicz Decision Map under a Set of Interval Pri-


ority Weight Vectors.

. - An Investigation of Alternative Methods for the Inference of Probabilistic-Fuzzy


Systems.

. - Triangular Fuzzy Rescaling Distance.

.
- Data privacy.

. - The differentially private d-Choquet integral: an extension of differentially pri-


vate Choquet integrals.

. - Defenses Against Membership Inference Attacks on Unlearned Data.

. - Differential Private Risk Factors Analysis of Polypharmacy.

. - Towards Lightning Network Channel Randomization.

. - Assessing Privacy Requirements for Controlled Query Evaluation in OBDA.

. - Machine learning.

. - On Sharma-Mittal divergence-regularized Fuzzy c-Means Clustering and its


Alternative.

. - Probabilistic-Fuzzy Inference with Piecewise Linear Quantile Regression.

. - Positive Unlabeled Classification Methods with Logistic Regression Revisited:


An Evaluation of Optimization Techniques.

. - Kacper Paczutkowski, Konrad Furma nczyk Comparing Transformer Models for Stock Selection in Quantitative Trading.

. - Data science.

. - Decision Rules for Replicating the Visual Learning of the Blackboard in Digital


Presentations.

. - Dual Focus: Transforming Negatives into Knowledge.

. - Testing monotonicity of similarity functions based on embeddings.

. - Hybrid Transformer-ANFIS Architecture for Sentiment Analysis.

. - Comparing Qualitative Object Descriptors using a Visual Similarity Measure.

. - Improving Machine Understanding of Czech Medical Text Using Self-Supervised


and Rule-Based Data Augmentation.

. - Refining Community Detection in Social Networks: Agglomerative and Divisive


Methods with Size Constraints.

. - Comparing Graph Neural Networks for Single and Multi-Layer Brain Connec-


tivity Analysis in Multiple Sclerosis.

. - Enhancing Ultra-Low-Bit Quantization of Large Language Models Through


Saliency-Aware Partial Retraining.