A brief history of general-to-specific modelling

General-to-specific modelling, Gets, has a long history of important developments, but its empirical application has faced opposition from accusations of ‘data mining’, now no longer pejorative, and other criticisms often based on misunderstandings. Some of the key stages are reviewed, leading to it...

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Bibliographic Details
Main Author: Hendry, D
Format: Journal article
Language:English
Published: Wiley 2023
Description
Summary:General-to-specific modelling, Gets, has a long history of important developments, but its empirical application has faced opposition from accusations of ‘data mining’, now no longer pejorative, and other criticisms often based on misunderstandings. Some of the key stages are reviewed, leading to its present automated machine-learning role, searching over more variables than the available sample size from non-stationary data to select congruent, encompassing relations with invariant parameters on valid conditioning variables