Econometrics with Machine Learning

Econometrics with Machine Learning

Chan, Felix; Matyas, Laszlo

Springer International Publishing AG

09/2022

371

Dura

Inglês

9783031151484

15 a 20 dias

758

Descrição não disponível.
Linear Econometric Models with Machine Learning.- Nonlinear Econometric Models with Machine Learning.- The Use of Machine Learning in Treatment Effect Estimation.-Forecasting with Machine Learning Methods.-Causal Estimation of Treatment Effects From Observational Health Care Data Using Machine Learning Methods.- Econometrics of Networks with Machine Learning.- Fairness in Machine Learning and Econometrics.- Graphical Models and their Interactions with Machine Learning in the Context of Economics and Finance.- Poverty, Inequality and Development Studies with Machine Learning.- Machine Learning for Asset Pricing.
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Machine Learning and causality;Linear models;Non-linear models;Econometric forecasting and prediction;Policy evaluation;Network data;Poverty;Inequality;Machine learning in Finance;Empirical applications;Testing statistical hypotheses;Big data;Econometric techniques;Modelling macroeconomic relations;Discrete Choice models