The GMDH Algorithm of Ivakhnenko

Citation
J. Farlow, Stanley, The GMDH Algorithm of Ivakhnenko, American statistician , 35(4), 1981, pp. 210-215
Journal title
ISSN journal
00031305
Volume
35
Issue
4
Year of publication
1981
Pages
210 - 215
Database
ACNP
SICI code
Abstract
In 1966, the Russian cyberneticist, A.G. Ivakhnenko, introduced a technique for constructing an extremely high-order regression-type polynomial.The algorithm, the Group Method of Data Handling (GMDH), builds a multinomial of degree in the hundreds, whereas standard multiple regression becomes bogged down in computation and linear dependence.The GMDH method is ideal for complex, unstructured systems where the investigator is only interested in obtaining a high-order input-output relationship.Also, the Ivakhnenko algorithm is heuristic in nature and is not based on a solid foundation as is regression analysis.