基于GMDH网络的多变量函数插值

The 24th Southeastern Symposium on and The 3rd Annual Symposium on Communications, Signal Processing Expert Systems, and ASIC VLSI Design System Theory Pub Date : 1992-03-01 DOI:10.1109/SSST.1992.712335

M. C. King, G. Lebby

{"title":"基于GMDH网络的多变量函数插值","authors":"M. C. King, G. Lebby","doi":"10.1109/SSST.1992.712335","DOIUrl":null,"url":null,"abstract":"A Group Method of Data Handling (GMDH) Network has been designed to perform multidimensional approximation by using multiple networks. The network is designed to interpolate a given multivariable function using data sets reduced in size. The ability of the GMDH network to fit the error of other subnetworks without overfitting its' own error is examined. This paper will demonstrate the GMDH network's ability to approximate various single-valued multi variable functions using multiple networks.","PeriodicalId":359363,"journal":{"name":"The 24th Southeastern Symposium on and The 3rd Annual Symposium on Communications, Signal Processing Expert Systems, and ASIC VLSI Design System Theory","volume":"112 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1992-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Multivariable Function Interpolation using a GMDH Network\",\"authors\":\"M. C. King, G. Lebby\",\"doi\":\"10.1109/SSST.1992.712335\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A Group Method of Data Handling (GMDH) Network has been designed to perform multidimensional approximation by using multiple networks. The network is designed to interpolate a given multivariable function using data sets reduced in size. The ability of the GMDH network to fit the error of other subnetworks without overfitting its' own error is examined. This paper will demonstrate the GMDH network's ability to approximate various single-valued multi variable functions using multiple networks.\",\"PeriodicalId\":359363,\"journal\":{\"name\":\"The 24th Southeastern Symposium on and The 3rd Annual Symposium on Communications, Signal Processing Expert Systems, and ASIC VLSI Design System Theory\",\"volume\":\"112 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1992-03-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"The 24th Southeastern Symposium on and The 3rd Annual Symposium on Communications, Signal Processing Expert Systems, and ASIC VLSI Design System Theory\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SSST.1992.712335\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"The 24th Southeastern Symposium on and The 3rd Annual Symposium on Communications, Signal Processing Expert Systems, and ASIC VLSI Design System Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SSST.1992.712335","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}

引用次数: 1

摘要

设计了一种数据处理分组方法(GMDH)网络，利用多个网络进行多维逼近。该网络被设计为使用缩小的数据集来插值给定的多变量函数。检验了GMDH网络在不过度拟合自身误差的情况下拟合其他子网误差的能力。本文将演示GMDH网络使用多个网络近似各种单值多变量函数的能力。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

Multivariable Function Interpolation using a GMDH Network

A Group Method of Data Handling (GMDH) Network has been designed to perform multidimensional approximation by using multiple networks. The network is designed to interpolate a given multivariable function using data sets reduced in size. The ability of the GMDH network to fit the error of other subnetworks without overfitting its' own error is examined. This paper will demonstrate the GMDH network's ability to approximate various single-valued multi variable functions using multiple networks.

求助全文

通过发布文献求助，成功后即可免费获取论文全文。去求助

来源期刊

The 24th Southeastern Symposium on and The 3rd Annual Symposium on Communications, Signal Processing Expert Systems, and ASIC VLSI Design System Theory

自引率

0.00%

发文量