Automatic interface optimization through random exploration of available elements

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dc.contributor.authorFERREIRA, L. A.
dc.contributor.authorMASIERO, A. A.
dc.contributor.authorPlinio Thomaz Aquino Junior
dc.contributor.authorDA COSTA BIACHI, R. A.
dc.contributor.authorOrcidhttps://orcid.org/0000-0002-5100-7443
dc.date.accessioned2022-01-12T22:01:26Z
dc.date.available2022-01-12T22:01:26Z
dc.date.issued2013-08-05
dc.description.abstractThe Keystroke-Level Model (KLM) is an interface evaluation method that use as metric the time needed to perform an executed action to complete a given task. The description used in KLM is very similar to the formalism that Markov Decision Process (MDP) uses to describe a domain, in which an artificial agent must perform a sequence of actions in order to solve a problem. This work presents a way to model a user's interaction with an interface using MDP combined with KLM in order to optimize a set of parameters and find the best set of interface components for a user. Results show that by changing the metrics of the KLM, the MDP finds different solutions that may be combined to generate an interface tailored for a given user. © 2013 ACM.
dc.description.firstpage51
dc.description.lastpage59
dc.identifier.citationFERREIRA, L. A.; MASIERO, A. A.; AQUINO JUNIOR, P. T.; DA COSTA BIACHI, R. A. Automatic interface optimization through random exploration of available elements. ACM International Conference Proceeding Series, p. 51-59, August, 2013.
dc.identifier.doi10.1145/2493525.2493534
dc.identifier.urihttps://repositorio.fei.edu.br/handle/FEI/4067
dc.relation.ispartofACM International Conference Proceeding Series
dc.rightsAcesso Restrito
dc.subject.otherlanguageInterface evaluation tool
dc.subject.otherlanguageInterface optimization
dc.subject.otherlanguageMarkov decision process
dc.titleAutomatic interface optimization through random exploration of available elements
dc.typeArtigo de evento
fei.scopus.citations1
fei.scopus.eid2-s2.0-84883021052
fei.scopus.subjectArtificial agents
fei.scopus.subjectInterface evaluation
fei.scopus.subjectMarkov Decision Processes
fei.scopus.subjectSequence of actions
fei.scopus.updated2024-07-01
fei.scopus.urlhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84883021052&origin=inward
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