Responsible cognitive digital clones as decision-makers : a design science research study
Golovianko, M., Gryshko, S., Terziyan, V., & Tuunanen, T. (2023). Responsible cognitive digital clones as decision-makers : a design science research study. European Journal of Information Systems, 32(5), 879-901. https://doi.org/10.1080/0960085x.2022.2073278
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European Journal of Information SystemsDate
2023Discipline
Collective IntelligenceTekniikkaValue Creation for Cyber-Physical Systems and ServicesTietojärjestelmätiedeCollective IntelligenceEngineeringValue Creation for Cyber-Physical Systems and ServicesInformation Systems ScienceCopyright
© 2022 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group.
This study uses a design science research methodology to develop and evaluate the Pi-Mind agent, an information technology artefact that acts as a responsible, resilient, ubiquitous cognitive clone – or a digital copy – and an autonomous representative of a human decision-maker. Pi-Mind agents can learn the decision-making capabilities of their “donors” in a specific training environment based on generative adversarial networks. A trained clone can be used by a decision-maker as an additional resource for one’s own cognitive enhancement, as an autonomous representative, or even as a replacement when appropriate. The assumption regarding this approach is as follows: when someone was forced to leave a critical process because of, for example, sickness, or wanted to take care of several simultaneously running processes, then they would be more confident knowing that their autonomous digital representatives were as capable and predictable as their exact personal “copy”. The Pi-Mind agent was evaluated in a Ukrainian higher education environment and a military logistics laboratory. In this paper, in addition to describing the artefact, its expected utility, and its design process within different contexts, we include the corresponding proof of concept, proof of value, and proof of use.
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Taylor & FrancisISSN Search the Publication Forum
0960-085XKeywords
Publication in research information system
https://converis.jyu.fi/converis/portal/detail/Publication/144345248
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