TY - BOOK AU - Kuhn,Max AU - Johnson,Kjell TI - Feature engineering and selection : : a practical approach for predictive models / T2 - Data science series SN - 9781032090856 U1 - 006.31 23 PY - 2020/// CY - Boca Raton, Florida PB - CRC Press, an imprint of Taylor & Francis Group KW - Machine learning KW - Predictive analytics KW - Feature engineering KW - Data mining N1 - Includes bibliographical references and index; Introduction -- Illustrative example: predicting risk of ischemic -- A review of the predictive modeling process -- Exploratory visualizations -- Encoding categorical predictors -- Engineering numeric predictors -- Detecting interaction effects -- Handling missing data -- Working with profile data -- Feature selection overview -- Greedy search methods -- Global search methods. ER -