Machine Learning for Econometrics and Related Topics
Machine Learning for Econometrics and Related Topics
English | 2024 | ISBN: 3031436008 | 508 Pages | PDF EPUB (True) | 43 MB
English | 2024 | ISBN: 3031436008 | 508 Pages | PDF EPUB (True) | 43 MB
In the last decades, machine learning techniques – especially techniques of deep learning – led to numerous successes in many application areas, including economics. The use of machine learning 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 fairness and discrimination.