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DBLP
Doctoral thesis . 2022
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Plan recognition as planning

Authors: Ramírez Jávega, Miquel;

Plan recognition as planning

Abstract

Plan recognition és un problema computacional que consisteix en identificar el propòsit d'un agent intel.ligent, havent observat parcialment el seu comportament. Aquest és el problema invers al problema de la planificació automàtica, que consisteix en trobar les accions que són necessàries dur a terme per tal d'aconseguir un cert objectiu. En aquesta tesi mostrem com el problema de plan recognition és pot resoldre mitjançant els mateixos algorismes i llenguatges de representació utilitzats per resoldre la planificació automàtica. La nostra proposta no només conté una serie d'algoritmes eficients i robustos, sino que ve suportada per un marc teòric formal, que ofereixen en conjunt una flexibilitat de la qual no disposen propostes prèvies per resoldre plan recognition.

Plan recognition is the problem of inferring the goals and plans of an agent after partially observing its behavior. This is the inverse of planning, the problem of finding the actions that need to be done in order to achieve a goal. In this thesis we show how the problem of plan recognition can be solved using unmodified, state-of-the-art planning algorithms and representation languages. Along with a solid computational framework for deriving posterior goal probabilities, we introduce a novel and crisp model-based formulation of plan recognition whose exibility surpasses that of previous approaches.

Programa de doctorat en Tecnologies de la Informació i les Comunicacions

Country
Spain
Keywords

62, Planificació, Intel·ligència artificial

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green