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Oxford University Press Machine Learning for Econometrics

Name: Machine Learning for Econometrics
Brand: Oxford University Press

Econometrics

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Description

Machine Learning for Econometrics is a book for economists seeking to grasp modern machine learning techniques - from their predictive performance to the revolutionary handling of unstructured data - in order to establish causal relationships from data. The volume covers automatic variable selection in various high-dimensional contexts, estimation of treatment effect heterogeneity, natural language processing (NLP) techniques, as well as synthetic control and macroeconomic forecasting. The foundations of machine learning methods are introduced to provide both a thorough theoretical treatment of how they can be used in econometrics and numerous economic applications, and each chapter contains a series of empirical examples, programs, and exercises to facilitate the reader's adoption and implementation of the techniques.

Product Specifications

Brand: Oxford University Press
Format: hardcover
ASIN: 0198918828
Category: Books > Subjects > Business, Finance & Law > Economics > Econometrics
Domain: Amazon UK
Release Date: 06 June 2025
Listed Since: 10 December 2024

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Oxford University Press Machine Learning for Econometrics

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