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Mixed-Integer Programming: 65 Years of History and the Artificial Intelligence Challenge - DS4DM Coffee Talk

GERAD Research Center via YouTube

Overview

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Explore the evolution and future of Mixed-Integer Programming (MIP) in this comprehensive lecture by Andrea Lodi from Cornell University. Delve into the 65-year history of MIP technology, tracing its roots from Ralph Gomory's pioneering work on cutting plane generation in 1958 to its current applications in diverse fields such as energy, transportation, logistics, telecommunications, and biology. Examine the key algorithmic components that have shaped MIP's development, including preprocessing, branching, cutting planes, and primal heuristics. Gain insights into how these advancements have transformed MIP into a mature research field with widely available professional software tools. Finally, investigate the emerging role of Artificial Intelligence and Machine Learning in shaping the future of Mixed-Integer Programming, and consider the potential impact of these technologies on the field's continued growth and innovation.

Syllabus

Mixed-Integer Programming: 65 years of history and the Artificial Intelligence challenge Andrea Lodi

Taught by

GERAD Research Center

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