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Econometrics with Machine Learning

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Cover of 'Econometrics with Machine Learning'

Table of Contents

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    Book Overview
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    Chapter 1 Linear Econometric Models with Machine Learning
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    Chapter 2 Nonlinear Econometric Models with Machine Learning
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    Chapter 3 The Use of Machine Learning in Treatment Effect Estimation
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    Chapter 4 Forecasting with Machine Learning Methods
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    Chapter 5 Causal Estimation of Treatment Effects From Observational Health Care Data Using Machine Learning Methods
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    Chapter 6 Econometrics of Networks with Machine Learning
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    Chapter 7 Fairness in Machine Learning and Econometrics
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    Chapter 8 Graphical Models and their Interactions with Machine Learning in the Context of Economics and Finance
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    Chapter 9 Poverty, Inequality and Development Studies with Machine Learning
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    Chapter 10 Machine Learning for Asset Pricing
Attention for Chapter 10: Machine Learning for Asset Pricing
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