Econometrics with Machine Learning

Language: English

Published by Springer, 2023

3031151518 / 9783031151514

Series: Book 52 of 54 - Advanced Studies in Theoretical and Applied Econometrics

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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Druck auf Anfrage Neuware - Printed after ordering - This book helps and promotes the use of machine learning tools and techniques in econometrics and explains how machine learning can enhance and expand the econometrics toolbox in theory and in practice.Throughout the volume, the authors raise and answer six questions: 1) What are the similarities between existing econometric and machine learning techniques 2) To what extent can machine learning techniques assist econometric investigation Specifically, how robust or stable is the prediction from machine learning algorithms given the ever-changing nature of human behavior 3) Can machine learning techniques assist in testing statistical hypotheses and identifying causal relationships in 'big data 4) How can existing econometric techniques be extended by incorporating machine learning concepts 5) How can new econometric tools and approaches be elaborated on based on machine learning techniques 6) Is it possible to develop machine learning techniques furtherand make them even more readily applicable in econometrics As the data structures in economic and financial data become more complex and models become more sophisticated, the book takes a multidisciplinary approach in developing both disciplines of machine learning and econometrics in conjunction, rather than in isolation. This volume is a must-read for scholars, researchers, students, policy-makers, and practitioners, who are using econometrics in theory or in practice.

Seller Inventory # 9783031151514

Title
Econometrics with Machine Learning
Author
Felix Chan
Publisher
Springer
Publication year
2023
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3031151518
ISBN 13
9783031151514
Item weight
598 grams
Dimensions
235x155x22 mm
Series
Book 52 of 54: Advanced Studies in Theoretical and Applied Econometrics

AHA-BUCH GmbH

Einbeck, Germany

5-star seller

AbeBooks seller since August 14, 2006

Shipping rates from Germany to U.S.A.

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