Pruning Neural Networks with Distribution Estimation Algorithms

机译：用分布估计算法修剪神经网络

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This paper describes the application of four evolutionary algorithms to the pruning of neural networks used in classifcation problems. Besides of a simple genetic algorithm (GA), the paper considers three distribution estimation algorithms (DEAs): a compact GA, an extended compact GA, and the Bayesian Optimization Algorithm. The objective is to determine if the DEAs present advantages over the simple GA in terms of accuracy or speed in this problem. The experiments used a feed-forward neural network trained with standard back-propagation and public-domain and artificial data sets. The pruned networks seemed to have better or equal accuracy than the original fully-connected networks. Only in a few cases, pruning resulted in less accurate networks. We found few differences in the accuracy of the networks pruned by the four EAs, but found important differences in the execution time. The results suggest that a simple GA with a small population might be the best algorithm for pruning networks on the data sets we tested.

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作者
Cantu-Paz, E.;
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年度 2003
页码 p.1-18
总页数 18
原文格式 PDF
正文语种 eng
中图分类工业技术;
关键词
Algorithms; Classification; Neural networks; Architecture(Computers); Data sets;

机译：算法;分类;神经网络;架构（计算机）;数据集;

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1. Genetic algorithm pruning of probabilistic neural networks in medical disease estimation. [J] . Mantzaris D, Anastassopoulos G, Adamopoulos A Neural Networks: The Official Journal of the International Neural Network Society . 2011,第8期

机译：医学疾病估计中概率神经网络的遗传算法修剪
2. Time series forecasting by evolving artificial neural networks with genetic algorithms, differential evolution and estimation of distribution algorithm [J] . Juan Peralta Donate, Xiaodong Li, Germán Gutiérrez Sánchez, Neural Computing and Applications . 2013,第1期

机译：通过进化的人工神经网络与遗传算法，差分进化和分布估计算法进行时间序列预测
3. Time series forecasting by evolving artificial neural networks with genetic algorithms, differential evolution and estimation of distribution algorithm [J] . Juan Peralta Donate, Xiaodong Li, German Gutierrez Sanchez, Neural computing & applications . 2013,第1期

机译：通过进化的人工神经网络与遗传算法，差分进化和分布估计算法进行时间序列预测
4. Pruning Neural Networks with Distribution Estimation Algorithms [C] . Erick Cantu-Paz Annual genetic and evolutionary computation conference . 2003

机译：具有分布估计算法的修剪神经网络
5. Extended Kalman filter-based pruning algorithms and several aspects of neural network learning. [D] . Sum, John Pui-Fai. 1998

机译：基于扩展卡尔曼滤波器的修剪算法以及神经网络学习的多个方面。
6. STATCOM Estimation Using Back-Propagation PSO Shuffled Frog Leap Algorithm and Genetic Algorithm Based Neural Networks [O] . Hamed Atyia Soodi, Ahmet Mete Vural 2018

机译：使用反向传播PSO随机蛙跳算法和基于遗传算法的神经网络进行STATCOM估计
7. Pruning Neural Networks with Distribution Estimation Algorithms [O] . Erick Cantu-Paz 2003

机译：带有分布估计算法的修剪神经网络

Pruning Neural Networks with Distribution Estimation Algorithms

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