Multi-Objective Machine Learning (Studies In Computational Intelligence)

Brand: CRC Press
SKU: DADAX3540306765
ISBN : 9783540306764
Price:
$280.78

Domestic Shipping:$3.99
Qty: - +
   - OR -   

Multi-Objective Machine Learning (Studies in Computational Intelligence)

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.

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

GENERAL
BindingHardcover
LanguageEnglish
Edition2006
ISBN-103540306765
ISBN-139783540306764
PublisherSpringer
Number Of Pages660
Publication Date2006-03-01
DIMENSIONS
Height9.21 inch.
Length6.14 inch.
Width1.44 inch.
Weight5.42 pounds.

Write a review


Your Name:


Your Email:


Your Review:

Note: HTML is not translated!

Rating: Bad           Good

Enter the code in the box below: