{"product_id":"adaptive-modelling-and-planning-von-mykel-j-kochenderfer","title":"Adaptive Modelling  and Planning","description":"\u003cp\u003eAn intelligent agent must be capable of using its  past experience to understand how its actions affect  the world. Given some objective, the agent must use  its understanding to produce a plan that is robust  to  uncertainty. This book presents a novel  computational  framework called the Adaptive Modelling and Planning  System (AMPS) that attempts to meet these  requirements for intelligence. AMPS generalises from  limited experience by grouping  together similar states and actions using a process  called abstraction. Several different abstraction  approaches have been proposed in past, but they  generally only increase resolution, require a large  amount of data before changing the abstraction, do  not generalise over actions, and are computationally  expensive. AMPS aims to address these issues by  continuously adapting the abstraction in response to  experience as it is accumulated and replanning in  the  regions of the state space where it is needed most.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783838394008\"\u003e\u003ch3\u003eA computational approach  for learning intelligent behaviour\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783838394008","offer_id":39499082891357,"sku":"9783838394008","price":79.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/803c1b47-8076-43aa-b545-fbf6c3e6bfe2.jpg?v=1768976362","url":"https:\/\/shop.autorenwelt.de\/products\/adaptive-modelling-and-planning-von-mykel-j-kochenderfer","provider":"Autorenwelt Shop","version":"1.0","type":"link"}