Machine Learning for Health Services Researchers - Doupe, Patrick; Faghmous, James; Basu, Sanjay (Value in health, 2019)
Keywords: Administrative Claims, Healthcare; Ambulatory health care; claims data; Clinical Decision-Making; Clinical outcomes; Cognitive style; Cost-Benefit Analysis; Data Mining - methods; Decision makers; deep learning; elastic net; gradient boosting machine; gradient forest; Health Care Costs; Health care expenditures; Health insurance; Health services; health services research; Health Services Research - methods; Hospitalization; Humans; Internal Medicine; Learning algorithms; Machine Learning; Medical research; Models, Economic; Models, Statistical; neural networks; Public Health; Quality Indicators, Health Care; random forest; Subpopulations; deep learning; health services research; gradient boosting machine; neural networks; random forest; elastic net; machine learning; gradient forest; claims data