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Poster
Simple Local Models for Complex Dynamical Systems
Erik Talvitie · Satinder Singh
We present a novel mathematical formalism for the idea of a "local model,'' a model of a potentially complex dynamical system that makes only certain predictions in only certain situations. As a result of its restricted responsibilities, a local model may be far simpler than a complete model of the system. We then show how one might combine several local models to produce a more detailed model. We demonstrate our ability to learn a collection of local models on a large-scale example and do a preliminary empirical comparison of learning a collection of local models and some other model learning methods.
Author Information
Erik Talvitie (Franklin & Marshall College)
Satinder Singh (University of Michigan)
Related Events (a corresponding poster, oral, or spotlight)
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Tue. Dec 9th 07:10 -- 07:30 PM Room
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