Information-Greedy Global Optimisation

Add to your list(s) Download to your calendar using vCal

• Philipp Hennig, Max Planck Institute for Intelligent Systems
• Tuesday 13 September 2011, 14:00-15:00
• Small public lecture room, Microsoft Research Ltd, 7 J J Thomson Avenue (Off Madingley Road), Cambridge.

If you have a question about this talk, please contact Microsoft Research Cambridge Talks Admins.

This event may be recorded and made available internally or externally via http://research.microsoft.com. Microsoft will own the copyright of any recordings made. If you do not wish to have your image/voice recorded please consider this before attending

Optimisation is about inferring the location of the optimum of a function. An information-optimal optimiser should thus aim to collapse its belief about the location of the optimum towards a point-distribution, as fast as possible. But the state of the art rarely addresses this inference problem. Instead, it usually relies on some heuristic predicting function optima, then evaluates at the maximum of the heuristic. The reason there are no truly probabilistic optimisers yet is that they are intractable in several ways. In this talk, I will present tractable approximations for each of these issues, and arrive at a flexible global optimiser for functions under Gaussian process priors, which empirically outperforms the state of the art.

This talk is part of the Microsoft Research Machine Learning and Perception Seminars series.

This talk is included in these lists:

• All Talks (aka the CURE list)
• Cambridge Big Data
• Cambridge University Engineering Department Talks
• Centre for Smart Infrastructure & Construction
• Chris Davis' list
• Featured lists
• Guy Emerson's list
• Interested Talks
• Machine Learning Summary
• Methodology in design research
• Microsoft Research Cambridge, public talks
• Microsoft Research Machine Learning and Perception Seminars
• PMRFPS's
• School of Technology
• Small public lecture room, Microsoft Research Ltd, 7 J J Thomson Avenue (Off Madingley Road), Cambridge
• Trust & Technology Initiative - interesting events
• bld31
• ndk22's list
• personal list
• rp587
• yk373's list

Note that ex-directory lists are not shown.