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City New York / / Company Prentice-Hall / Neural Information Processing Systems / Computer-Based Medical Systems / CRC Press / W. K. Nicholson S. A. / / Country Germany / United States / / Facility Inpatient hospital / University of California Press / Outpatient hospital / Ph.D. IBM T. J. Watson Research Center / / IndustryTerm by-product / healthcare cost prediction using such groupings / precious healthcare resources / preventative services / healthcare resource utilization / treatment of skin infections secondary to vascular disease / social media analysis / data clustering algorithms / patient healthcare resource utilization patterns / healthcare utilization anomaly detection / treatment of peripheral vascular disease / Systematic healthcare resource utilization analysis leveraging / appropriate algorithm / / MedicalCondition cuts / advanced disease / vascular disease / poorly controlled asthma / COPD / dementia / chronic pain / arthritis / Alcohol abuse / cellulitis / essential hypertension / heart disease / unspecified anemias other disorders / cardiac and peripheral vascular disease / gastrointestinal hemorrhage / obesity / nodular goiter / skin infections / infections / acute bronchitis / essential hypertension;other disorders / asthma / Leukemia / peripheral vascular disease / Hypertension / chronic ischemic heart disease / disease / bone infections / diabetic complications / hypothyroidism / urinary stress incontinence / poorly controlled hypertension / cardiac arrhythmias / diabetes / Hyperlipidemia / pulmonary disease / hyperlipidemia / cardiac disease / bronchiolitis / heart failure / specific disease / cardiac disease / chronic diseases / Cervical disc disease / renal failure / resultant hypothyroidism / intensive disease / abscess / disorders / intervertebral disc disorders / / MedicalTreatment self-care / respiratory therapy / / MusicGroup Ph.D. / / NaturalFeature Random Forest / / Organization American Medical Informatics Association / T. J. Watson Research Center / Inpatient hospital / 4-Inpatient hospital / Outpatient hospital / 5-Outpatient hospital / Medicare / Royal Statistical Society / University of California Press / Pattern Analysis and Machine Intelligence / / Person Ada Fu / Eamonn Keogh / Jimeng Sun / Bryce Larson / Richard C. Dubes / Dale Schuurmans / A. K. Jain / Robert Sorrentino / Shahram Ebadollahi / James Neufeld / Leo Breiman / Jianying Hu / Jianbo Shi / Helga Van Herle / Linli Xu / Jessica Lin / Jitendra Malik / Fei Wang / / Position Statistician / care physician / PCP Specialist / PCP visit Specialist / symptoms involving head / cluster representative / representative / / ProvinceOrState Minnesota / Maryland / New York / / PublishedMedium IEEE Transactions on Pattern Analysis and Machine Intelligence / Journal of the Royal Statistical Society / Machine Learning / / Technology CART algorithm / machine learning / data clustering algorithms / Geriatrics / hybrid two-stage HAC algorithm / / URL http / SocialTag 
Page 1 of 10 A Healthcare Utilization Analysis Framework for Hot Spotting and Contextual Anomaly Detection Jianying Hu, Ph.D., Fei Wang, Ph.D., Jimeng Sun, Ph.D. Robert Sorrentino, M.D., and Shahram Ebadollahi, Ph.D.