Jakub Mareček
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Human-Compatible Artificial Intelligence with Guarantees
Open Date: 2022-10-01
Close Date: 2025-09-30
Grant: Close
Variety, Veracity, VaLue: Handling the Multiplicity of Urban Sensors
Open Date: 2015-12-01
Close Date: 2018-11-30
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Intelligent Synthesis and Real-tIme Response using Massive Streaming of Heterogeneous Data
Open Date: 2012-09-01
Close Date: 2015-08-31
Grant: Close
Mathematics for Vast Digital Resources
Open Date: 2011-04-30
Close Date: 2014-07-30
Articles (11)
Parametric Semidefinite Programming: Geometry of the Trajectory of Solutions
In many applications, solutions of convex optimization problems are updated on-line, as functions of time. In this paper, we consider parametric semidefinite programs, which are linear optimization problems in the semidefinite cone whose coefficients (input data) depend on a time parameter. We are interested in the geometry of the solution (output data) trajectory, defined as the set of solutions depending on the parameter. We propose an exhaustive description of the geometry of the solution trajectory. As our main result, we show that only six distinct behaviors can be observed at a neighborhood of a given point along the solution trajectory. Each possible behavior is then illustrated by an example. Funding: This work was supported by OP RDE [Grant CZ.02.1.01/0.0/0.0/16_019/0000765].
Year:
2024
Collaborators (4)
Jane Breen
Assistant Professor
University of Ontario Institute of Technology
Emanuele Crisostomi
Associate Professor of Electrical Engineering
University of Pisa
Roderick Murray-Smith
University of Glasgow
Robert Shorten
Imperial College London

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