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ICE TCS seminar Deon Garrett: Multi-objective Landscape Analysis in Optimization and Machine Learning

  • 4.5.2012, 14:00 - 15:00
Deon-Garrett

Speaker: Deon Garrett, Research Scientist at Icelandic Institute for Intelligent Machines

Location: V-109

Time: Friday, May 4th, 2 pm

Title: Multi-objective Landscape Analysis in Optimization and Machine Learning

Abstract:
In real-world optimization, often there are multiple conflicting goals which
must be balanced against one another. This talk will cover practical techniques
for multi-objective optimization, with a particular focus on fitness landscape
analysis and search algorithm performance. In addition, parallels to the problem
of reinforcement learning of many diverse tasks will be drawn, and possible
approaches to that problem discussed.