Machine Leaing for Econometrics and Related Topics (Studies in Systems, Decision and Control, 508)

by: Vladik Kreinovich (Editor),Songsak Sriboonchitta (Editor),Woraphon Yamaka (Editor)&0more

Publisher: Springer

Edition: 2024th

Publication Date: 2024/6/2

Language: English

Print Length: 508 pages

ISBN-10: 3031436008

ISBN-13: 9783031436000

Book Description

In the last decades, machine leaing techniques – especially techniques of deep leaing – led to numerous successes in many application areas, including economics. The use of machine leaing in economics is the main focus of this book; however, the book also describes the use of more traditional econometric techniques. Applications include practically all major sectors of economics: agriculture, health (including the impact of Covid-19), manufacturing, trade, transportation, etc. Several papers analyze the effect of age, education, and gender on economy – and, more generally, issues of faiess and discrimination.We hope that this volume will: help practitioners to become better knowledgeable of the state-of-the-art econometric techniques, especially techniques of machine leaing,and help researchers to further develop these important research directions. We want to thank all the authors for their contributions and all anonymous referees for their thorough analysis and helpful comments.

About the Author

In the last decades, machine leaing techniques – especially techniques of deep leaing – led to numerous successes in many application areas, including economics. The use of machine leaing in economics is the main focus of this book; however, the book also describes the use of more traditional econometric techniques. Applications include practically all major sectors of economics: agriculture, health (including the impact of Covid-19), manufacturing, trade, transportation, etc. Several papers analyze the effect of age, education, and gender on economy – and, more generally, issues of faiess and discrimination.We hope that this volume will: help practitioners to become better knowledgeable of the state-of-the-art econometric techniques, especially techniques of machine leaing,and help researchers to further develop these important research directions. We want to thank all the authors for their contributions and all anonymous referees for their thorough analysis and helpful comments.