Psychological and Cognitive Challenges in Sustainable AI Design
Myllylä, M. (2022). Psychological and Cognitive Challenges in Sustainable AI Design. In M. Rauterberg (Ed.), Culture and Computing : 10th International Conference, C&C 2022, Held as Part of the 24th HCI International Conference, HCII 2022, Virtual Event, June 26 – July 1, 2022, Proceedings (pp. 426-444). Springer. Lecture Notes in Computer Science, 13324. https://doi.org/10.1007/978-3-031-05434-1_29
Julkaistu sarjassa
Lecture Notes in Computer ScienceTekijät
Toimittajat
Päivämäärä
2022Oppiaine
Koulutusteknologia ja kognitiotiedeKognitiotiedeLearning and Cognitive SciencesCognitive ScienceTekijänoikeudet
© The Editor(s) (if applicable) and The Author(s), under exclusive license
to Springer Nature Switzerland AG 2022
To design sustainable AI designers must be able to understand and think about complex technical, ecological, social, and economic systems and their interactions. Their reasoning and decisions need to be based on ethics and scientific facts. They must acknowledge different stakeholders’ social and cultural norms, practices and current and future needs. Unfortunately, designers’ thinking is prone to err, biases, and other psychological phenomena, which can negatively affect how they understand, reason, and make decision, and which can lead to unsustainable and unethical AI solutions. Thus, it is important to investigate errors in designers’ thinking. This study presents a cognitive scientific overview about some common errors when making arguments, inferring, and reasoning, when drawing analogies, or in situations where problems are complex, uncertain, challenging the status quo, or framed differently. Also, processing information, emotions and social and cultural aspects can be source of errors in thinking. Designers must become aware of the risk of errors in their own perceptions, thinking, and reasoning and to explain why, what, and how they design sustainable AI. This can lead to more ethical and sustainable solutions in AI design.
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Julkaisija
SpringerEmojulkaisun ISBN
978-3-031-05433-4Konferenssi
International Conference on Human-Computer InteractionKuuluu julkaisuun
Culture and Computing : 10th International Conference, C&C 2022, Held as Part of the 24th HCI International Conference, HCII 2022, Virtual Event, June 26 – July 1, 2022, ProceedingsISSN Hae Julkaisufoorumista
0302-9743Asiasanat
Julkaisu tutkimustietojärjestelmässä
https://converis.jyu.fi/converis/portal/detail/Publication/147246797
Metadata
Näytä kaikki kuvailutiedotKokoelmat
Lisätietoja rahoituksesta
This work was supported by Etairos & SEED STN-project of the Academy of Finland [decision number 327355].Lisenssi
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