TY - JOUR
T1 - A class practice and its evaluation for understanding cognitive information processing by constructing computational cognitive models
AU - Kanzaki, Nana
AU - Miwa, Kazuhisa
AU - Terai, Hitoshi
AU - Kojima, Kazuaki
AU - Nakaike, Ryuichi
AU - Morita, Junya
AU - Saito, Hitomi
N1 - Publisher Copyright:
© 2015, Japanese Society for Artificial Intelligence. All rights reserved.
PY - 2015
Y1 - 2015
N2 - When people understand an object, they construct a mental model of the object. A mental model is a structural, behavioral, or functional analog representation of a real-world or imaginary situation, event, or process. We conducted a class practice in which newcomers to cognitive science constructed a mental model by implementing and simulating a computational model of cognitive information processing, i.e., a cognitive model. We quantitatively evaluated the learning outcomes of the class. The participants were required to implement a complete cognitive model of subtraction processing. Furthermore, they were required to implement bug models, which are cognitive models with bug rules that cause several types of errors. Pre- and post-tests were performed before and after implementing and using these models, respectively. The results indicate that the class intervention led to the increase of the number of the participants who constructed the correct mental model and promoted more accurate mental simulations. However, the significant effects were confirmed only with participants who correctly completed the bug model, but the effects were limited with those who failed.
AB - When people understand an object, they construct a mental model of the object. A mental model is a structural, behavioral, or functional analog representation of a real-world or imaginary situation, event, or process. We conducted a class practice in which newcomers to cognitive science constructed a mental model by implementing and simulating a computational model of cognitive information processing, i.e., a cognitive model. We quantitatively evaluated the learning outcomes of the class. The participants were required to implement a complete cognitive model of subtraction processing. Furthermore, they were required to implement bug models, which are cognitive models with bug rules that cause several types of errors. Pre- and post-tests were performed before and after implementing and using these models, respectively. The results indicate that the class intervention led to the increase of the number of the participants who constructed the correct mental model and promoted more accurate mental simulations. However, the significant effects were confirmed only with participants who correctly completed the bug model, but the effects were limited with those who failed.
KW - Cognitive model
KW - Cognitive science class
KW - Mental model
KW - Mental simulation
KW - Production system
UR - http://www.scopus.com/inward/record.url?scp=84928810271&partnerID=8YFLogxK
U2 - 10.1527/tjsai.30.536
DO - 10.1527/tjsai.30.536
M3 - 記事
AN - SCOPUS:84928810271
SN - 1346-0714
VL - 30
SP - 536
EP - 546
JO - Transactions of the Japanese Society for Artificial Intelligence
JF - Transactions of the Japanese Society for Artificial Intelligence
IS - 3
ER -