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Inspection and selection of representations

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conference contribution
posted on 2023-06-07, 06:31 authored by Daniel Raggi, Aaron Stockdill, Mateja Jamnik, Grecia Garcia GarciaGrecia Garcia Garcia, Holly Sutherland, Peter ChengPeter Cheng
We present a novel framework for inspecting representations and encoding their formal properties. This enables us to assess and compare the informational and cognitive value of different representations for reasoning. The purpose of our framework is to automate the process of representation selection, taking into account the candidate representation’s match to the problem at hand and to the user’s specific cognitive profile. This requires a language for talking about representations, and methods for analysing their relative advantages. This foundational work is first to devise a computational end-to-end framework where problems, representations, and user’s profiles can be described and analysed. As AI systems become ubiquitous, it is important for them to be more compatible with human reasoning, and our framework enables just that.

History

Publication status

  • Published

File Version

  • Accepted version

Journal

CICM 2019 Intelligent Computer Mathematics, 12th International Conference

ISSN

0302-9743

Publisher

Springer

Volume

11617

Page range

227-242

Event name

12th Conference on Intelligent Computer Mathematics, CICM 2019

Event location

Prague, Czech Republic

Event type

conference

Event date

July 8-12, 2019

Series

Lecture Notes in Artificial Intelligence

Department affiliated with

  • Informatics Publications

Research groups affiliated with

  • Creative Technology Publications

Notes

Lecture Notes in Artificial Intelligenceis a sub series of Lecture Notes in Computer Science

Full text available

  • Yes

Peer reviewed?

  • Yes

Legacy Posted Date

2019-05-15

First Open Access (FOA) Date

2021-02-19

First Compliant Deposit (FCD) Date

2019-05-13

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