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Multi-Objective Machine Learning (Studies in Computational Intelligence) (Studies in Computational Intelligence)

Yaochu Jin (ed.)

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مشخصات کتاب

نویسنده
Yaochu Jin (ed.)
ناشر
Springer Science & Business Media
سال انتشار
۲۰۰۶
فرمت
PDF
زبان
انگلیسی
حجم فایل
۸٫۳ مگابایت

دربارهٔ کتاب

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.

کتاب‌های مشابه

Multi-Objective Machine Learning (Studies in Computational Intelligence) (Studies in Computational Intelligence)

Multi-Objective Machine Learning (Studies in Computational Intelligence) (Studies in Computational Intelligence)

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Machine Learning and Robot Perception (Studies in Computational Intelligence) (Studies in Computational Intelligence)

Machine Learning and Robot Perception (Studies in Computational Intelligence) (Studies in Computational Intelligence)

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Machine Learning and Robot Perception (Studies in Computational Intelligence) (Studies in Computational Intelligence)

Machine Learning and Robot Perception (Studies in Computational Intelligence) (Studies in Computational Intelligence)

۴۹٬۰۰۰ تومان

Machine Learning and Robot Perception (Studies in Computational Intelligence) (Studies in Computational Intelligence)

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Multi-Objective Memetic Algorithms (Studies in Computational Intelligence, 171)

Multi-Objective Memetic Algorithms (Studies in Computational Intelligence, 171)

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Multi-Objective Memetic Algorithms (Studies in Computational Intelligence, 171)

Multi-Objective Memetic Algorithms (Studies in Computational Intelligence, 171)

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Multi-Objective Decision Making (Synthesis Lectures on Artificial Intelligence and Machine Learning)

Multi-Objective Decision Making (Synthesis Lectures on Artificial Intelligence and Machine Learning)

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Advances in Multi-Objective Nature Inspired Computing (Studies in Computational Intelligence (272))

Advances in Multi-Objective Nature Inspired Computing (Studies in Computational Intelligence (272))

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Machine Learning for Computer Vision (Studies in Computational Intelligence, 411)

Machine Learning for Computer Vision (Studies in Computational Intelligence, 411)

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Advances in Multi-Objective Nature Inspired Computing (Studies in Computational Intelligence (272))

Advances in Multi-Objective Nature Inspired Computing (Studies in Computational Intelligence (272))

۴۹٬۰۰۰ تومان

Machine Learning for Computer Vision (Studies in Computational Intelligence, 411)

Machine Learning for Computer Vision (Studies in Computational Intelligence, 411)

۴۹٬۰۰۰ تومان

قیمت نهایی

۴۴٬۰۰۰ تومان