A multidisciplinary survey and framework for design and evaluation of explainable AI systems

S Mohseni, N Zarei, ED Ragan - ACM Transactions on Interactive …, 2021 - dl.acm.org
The need for interpretable and accountable intelligent systems grows along with the
prevalence of artificial intelligence (AI) applications used in everyday life. Explainable AI …

[HTML][HTML] Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence

S Ali, T Abuhmed, S El-Sappagh, K Muhammad… - Information fusion, 2023 - Elsevier
Artificial intelligence (AI) is currently being utilized in a wide range of sophisticated
applications, but the outcomes of many AI models are challenging to comprehend and trust …

A comprehensive method for comparing mental models of dynamic systems

M Schaffernicht, SN Groesser - European journal of operational research, 2011 - Elsevier
Mental models are the basis on which managers make decisions even though external
decision support systems may provide help. Research has demonstrated that more …

Principles of explanation in human-AI systems

ST Mueller, ES Veinott, RR Hoffman, G Klein… - arXiv preprint arXiv …, 2021 - arxiv.org
Explainable Artificial Intelligence (XAI) has re-emerged in response to the development of
modern AI and ML systems. These systems are complex and sometimes biased, but they …

System dynamics as a useful technique for complex systems

AT Azar - International Journal of Industrial and Systems …, 2012 - inderscienceonline.com
System dynamics (SD) is a powerful methodology and computer simulation modelling
technique for framing, understanding and discussing complex issues and problems. It is …

Mental models of dynamic systems: taking stock and looking ahead

SN Groesser, M Schaffernicht - System dynamics review, 2012 - Wiley Online Library
This paper deals with the representation of the conceptual structure of mental models of
dynamic systems (MMDS). Heretofore, this structure has not been consistently defined …

What is systems thinking? Expert perspectives from the WPI systems thinking colloquium of 2 October 2019

M Amissah, T Gannon, J Monat - 2020 - mdpi.com
Systems thinking is an approach to reasoning and treatment of real-world problems based
on the fundamental notion of 'system.'System here refers to a purposeful assembly of …

Eliciting mental models: a comparison of interview procedures in the context of natural resource management

NA Jones, H Ross, T Lynam, P Perez - Ecology and Society, 2014 - JSTOR
The sustainable management of natural resources largely depends on people's conceptions
of environmental systems and how they function. The mental model construct provides an …

Can computer models be used for social learning? A serious game in water management

MM Van der Wal, J De Kraker, C Kroeze… - … modelling & software, 2016 - Elsevier
Computer simulation models are increasingly used to support solving complex problems in
natural resource management, with social learning as subsidiary goal of the solution …

Teaching systems thinking in higher education

S Elsawah, ATL Ho, MJ Ryan - INFORMS Transactions on …, 2022 - pubsonline.informs.org
Systems thinking is recognized as an essential skill for understanding complex problem
solving and decision making associated with many of the contemporary issues faced by …