Titlebook: Qualitative Spatial Abstraction in Reinforcement Learning; Lutz Frommberger Book 2010 Springer-Verlag Berlin Heidelberg 2010 Spatial Abstr

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Lutz Frommbergergy, forestry, stress physiology, and restoration of tidal freshwater forested wetlands in the southeastern United States. It is our foremost intent to develop an up-to-date treatise that includes not only peer-978-90-481-7282-5978-1-4020-5095-4

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Qualitative State Space Abstraction,. 4.1) and presents a formal framework of abstraction and its different facets in Sect. 4.2. Based on this framework, a view on the interdependence of abstraction and representation follows in Sect. 4.3. Section 4.4 examines abstraction in agent control processes before applying them to reinforcement learning (Sect. 4.5).

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,RLPR – An Aspectualizable State Space Representation,duced and task space and structure space are identified along with considerations about frames of reference (Sect. 6.1). In Sect. 6.2 we derive a suitable representation for task space based on the relative positions of landmarks.

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978-3-642-26600-3Springer-Verlag Berlin Heidelberg 2010

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