The Analytics Edge in Healthcare - COMING IN MID 2025
The Analytics Edge in Healthcare - COMING IN MID 2025
Dimitris Bertsimas, Agni Orfanoudaki, and Holly Wiberg
Analytics is transforming healthcare operations, empowering medical professionals and administrators to leverage data and models to make better decisions. The Analytics Edge in Healthcare provides a practical introduction to this exciting field. The first part of the book establishes the technical foundations of healthcare analytics, spanning machine learning and optimization. The second part of the book presents integrated case studies that cover a wide range of clinical specialties and problem types using descriptive, predictive, and prescriptive analytics.
Highlighted topics include:
Predictive models for clinical risk prediction
Missing data imputation for incomplete medical data
Natural language processing for study cohort selection
Computer vision for sarcoma detection
Multimodal models leveraging electronic health records
Optimization for hospital capacity planning
Prescriptive frameworks for treatment personalization
Fairness in transplantation allocation policy
A holistic data-driven response to COVID-19