{"product_id":"machine-learning-for-econometrics-christophe-gaillac-9780198918837","title":"Machine Learning for Econometrics","description":"\u003cem\u003eMachine Learning for Econometrics\u003c\/em\u003e 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. \u003cp\u003e\u003c\/p\u003eThe 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.\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Christophe Gaillac,Jérémy L'Hour\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0198918836\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780198918837\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Oxford University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/22\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 352\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.37lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.68h x 6.81w x 0.82d","brand":"Christophe Gaillac","offers":[{"title":"Paperback","offer_id":47418984464639,"sku":"9780198918837","price":45.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_fc3f4f83-b70a-4f2d-96e1-94ed958c242e.jpg?v=1761508714","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-for-econometrics-christophe-gaillac-9780198918837","provider":"WR Book House","version":"1.0","type":"link"}