TY  - JOUR
PY  - 2021//
TI  - Combining process tracing and policy capturing techniques for judgment analysis in an anti-submarine warfare simulation
JO  - Proceedings of the Human Factors and Ergonomic Society annual meeting
A1  - Labonté, Katherine
A1  - Lafond, Daniel
A1  - Chatelais, Bénédicte
A1  - Hunter, Aren
A1  - Akpan, Folakemi
A1  - Neyedli, Heather F.
A1  - Tremblay, Sebastien
SP  - 1557
EP  - 1561
VL  - 65
IS  - 1
N2  - The Cognitive Shadow is a prototype decision support tool that can notify users when they deviate from their usual judgment pattern. Expert decision policies are learned automatically online while performing one's task using a combination of machine learning algorithms. This study investigated whether combining this system with the use of a process tracing technique could improve its ability to model human decision policies. Participants played the role of anti-submarine warfare commanders and rated the likelihood of detecting a submarine in different ocean areas based on their environmental characteristics. In the process tracing condition, participants were asked to reveal only the information deemed necessary, and only that information was sent to the system for model training. In the control condition, all the available information was sent to the system with each decision. <br><br>RESULTS showed that process tracing data improved the model's ability to predict human decisions compared to the control condition.<p />  <p>Language: en</p>
LA  - en
SN  - 2169-5067
UR  - http://dx.doi.org/10.1177/1071181321651113
ID  - ref1
ER  -