EAN: 9783540306764

Bilder-Quelle: shopping24.de – Sport

Recently increasing interest has been shown in applying the concept of Pareto-optimality to machine learning particularly inspired by the successful developments in evolutionary multi-objective optimization. It has been shown that the multi-objective approach to machine learning is particularly successful to improve the performance of the traditional single objective machine learning methods to generate highly diverse multiple Pareto-optimal models for constructing ensembles models and and to achieve a desired trade-off between accuracy and interpretability of neural networks or fuzzy systems. This monograph presents a selected collection of research work on multi-objective approach to machine learning including multi-objective feature selection multi-objective model selection in training multi-layer perceptrons radial-basis-function networks support vector machines decision trees and intelligent systems.

Produktinformationen zuletzt aktualisiert am
28.03.2025 um 01:49 Uhr

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