2020 IEEE 32nd International Conference on Tools With Artificial Intelligence (ICTAI) 2020
DOI: 10.1109/ictai50040.2020.00185
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How to (Re)represent it?

Abstract: Choosing an effective representation is fundamental to the ability of the representation's user to exploit it for the intended purpose. The major contribution of this paper is to provide a novel, flexible framework, rep2rep, that can be used by AI systems to recommend effective representations. What makes an effective representation is determined by whether it expresses the necessary information, supports the execution of tasks, and reflects the user's cognitive abilities. In general, there is no single 'most … Show more

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Cited by 4 publications
(4 citation statements)
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“…Finally, we note that this research was conducted as part of a wider project that is developing automated systems for the selection of representations for individual problem solvers with varying levels of competence on different classes of problems [13], [14], [15]. One aspect of the project is to devise a measure of the cognitive cost of representations [5], which can be used to assess the relative difficulty a user will likely experience with alternative representations.…”
Section: Discussionmentioning
confidence: 99%
“…Finally, we note that this research was conducted as part of a wider project that is developing automated systems for the selection of representations for individual problem solvers with varying levels of competence on different classes of problems [13], [14], [15]. One aspect of the project is to devise a measure of the cognitive cost of representations [5], which can be used to assess the relative difficulty a user will likely experience with alternative representations.…”
Section: Discussionmentioning
confidence: 99%
“…We previously published the medical problem representations in [22]. In that prior work, we presented a much earlier version of the framework presented here.…”
Section: Choices Of Tokens: Motivation For Changementioning
confidence: 99%
“…Compatibility Construction spaces are compatible if their union is a construction space. We require that the three spaces over which a representational system is formed are compatible 22 . Section 4.3.1 establishes that for any set of pairwise compatible construction spaces, their union is a construction space.…”
Section: Properties Of Construction Spacesmentioning
confidence: 99%
“…We are combining artificial intelligence, mathematics and cognitive science to investigate human cognitive abilities to find representations that suitably match problems, and the process by which humans adapt or switch between representations. We are devising a foundational theory and building computational models of the critical role that representations play in problem and automating them in a new generation of adaptive AI systems [32,30,39,31].…”
Section: How To Choose a Representationmentioning
confidence: 99%