Titlebook: Hybrid Artificial Intelligent Systems; 18th International C Pablo García Bringas,Hilde Pérez García,Emilio Cor Conference proceedings 2023

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Reinforcing Assessment Processes Using Proactive Case-Based Reasoning Mechanismses in an E-learning platform. The system integrates two autonomous reasoning modules, which combine their functioning during knowledge assessment processes, combining rule-based and case-based knowledge, respecting a set of assessment restrictions defined a priori by a human supervisor.

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A Fuzzy Logic Ensemble Approach to?Concept Drift Detectiont detectors comprising the ensemble..The proposed framework can handle concept drift in regression problems. Experimental results demonstrate enhanced efficiency in detecting concept drifts under different conditions.

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Comprehensive Analysis of?Different Techniques for?Data Augmentation and?Proposal of?New Variants ofed in two subgroups attending their severity. Experiments show that top performance cases where reached after using our variants. The importance of data augmentation techniques as preprocessing tool has been proved as well, as a consequence of performance drop of systems in which original databases with imbalanced data where used.

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