Imitation-based learning of bipedal walking using locally weighted learning

Walking is an extremely challenging problem due to its dynamically unstable nature. It is further complicated by the high dimensional continuous state and action spaces. We use locally weighted projection regression (LWPR) as a locally structurally adaptive nonlinear function approximator as the bas...

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Bibliographic Details
Main Author: Loken, Kevin
Language:English
Published: 2010
Online Access:http://hdl.handle.net/2429/18314