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UE Optimization under uncertainty

  • Level

    Baccalaureate +5

  • ECTS

    6 credits

  • Component

    UFR IM2AG (informatique, mathématiques et mathématiques appliquées)

  • Semester

    Automne

Description

The objective of this course is to present different techniques to handle uncertainty in decision problems. These techniques will be illustrated on several applications e.g. inventory control, scheduling, energy, machine learning.

Syllabus : Introduction to uncertainty in optimization problems; Reminders (probability, dynamic programming, ...); Markov chains; Markov decision processes; Stochastic programming; Robust optimization

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Course parts

  • CMLectures (CM)36h

Recommended prerequisites

Basic courses in probability and linear programming

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Period

Semester 9