Sensors, Vol. 24, Pages 2857: Identifying the Effect of Cognitive Motivation with the Method Based on Temporal Association Rule Mining Concept

This study introduced a method to identify the cognitive motivation effect with a reduced number of EEG electrodes. The temporal association rule mining (TARM) concept was used to analyze the relationships between attention and memorization brain areas under the effect of motivation from the cognitive motivation task. For accuracy improvement, the artificial bee colony (ABC) algorithm was applied with the central limit theorem (CLT) concept to optimize the TARM parameters. From the results, our method can identify the motivation effect with only FCz and P3 electrodes, with 74.5% classification accuracy on average with individual tests.
Source: Sensors - Category: Biotechnology Authors: Tags: Article Source Type: research