The spring semester 2021 will certainly take place online until Easter. Exceptions: Courses that can only be carried out with on-site presence. Please note the information provided by the lecturers.

227-0690-11L  Large-Scale Convex Optimization

SemesterSpring Semester 2021
LecturersG. Banjac
Periodicityyearly recurring course
Language of instructionEnglish



Catalogue data

AbstractConvex optimization has revolutionized modern decision making and underpins many scientific and engineering disciplines. To enable its use in modern large-scale applications, we require new analytical methods that address limitations of existing solutions. This course is intended to provide a comprehensive overview of convex analysis and numerical methods for large-scale optimization.
ObjectiveStudents should be able to apply the fundamental results in convex analysis and numerical methods to analyze and solve large-scale convex optimization problems.
ContentConvex analysis and methods for large-scale optimization. Topics will include: convex sets and functions ; duality theory ; optimality and infeasibility conditions ; structured optimization problems ; gradient-based methods ; operator splitting methods ; distributed and decentralized optimization ; applications in various research areas.
Lecture notesAvailable on the course Moodle platform.
Prerequisites / NoticeSufficient mathematical maturity, in particular in linear algebra and analysis.

Performance assessment

Performance assessment information (valid until the course unit is held again)
Performance assessment as a semester course
ECTS credits4 credits
ExaminersG. Banjac
Typegraded semester performance
Language of examinationEnglish
RepetitionRepetition only possible after re-enrolling for the course unit.

Learning materials

No public learning materials available.
Only public learning materials are listed.

Courses

NumberTitleHoursLecturers
227-0690-11 VLarge-Scale Convex Optimization2 hrs
Tue16-18HG F 1 »
G. Banjac
227-0690-11 ULarge-Scale Convex Optimization2 hrs
Fri10-12CAB G 61 »
G. Banjac

Groups

No information on groups available.

Restrictions

There are no additional restrictions for the registration.

Offered in

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