Insights from analytics science have had large-scale impact on improving public policies, reducing crime, addressing climate change, controlling pandemics, and reducing disruption in supply chains. This accessible book shows how combining AI, data science, OR, optimization, statistics, and economics has made the world a better place.
Insights from analytics science have had large-scale impact on improving public policies, reducing crime, addressing climate change, controlling pandemics, and reducing disruption in supply chains. This accessible book shows how combining AI, data science, OR, optimization, statistics, and economics has made the world a better place.
Soroush Saghafian is a professor at Harvard University. He is the founder and director of the Public Impact Analytics Science Lab (PIAS-Lab) at Harvard, which is devoted to advancing and applying the science of analytics for solving societal problems that can have public impact. His teaching at Harvard focuses on machine learning and big data analytics tools for solving societal problems. His research has appeared numerous times in the media, and he has received various notable awards for his work.
Inhaltsangabe
Introduction 1. The big picture of analytics science 2. Artificial intelligence and machine learning 3. Queueing theory and resource allocation 4. Game theory and mechanism design 5. Linear and nonlinear mathematical programming 6. Dynamic programming and sequential decision-making 7. Data analysis 8. Graph theory, combinatorial optimization, and supply chains Acknowledgments Notes References Index.
Introduction 1. The big picture of analytics science 2. Artificial intelligence and machine learning 3. Queueing theory and resource allocation 4. Game theory and mechanism design 5. Linear and nonlinear mathematical programming 6. Dynamic programming and sequential decision-making 7. Data analysis 8. Graph theory, combinatorial optimization, and supply chains Acknowledgments Notes References Index.
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