Single-Trial Recognition of Video Gamer's Expertise from Brain Haemodynamic and Facial Emotion Responses.

As can be seen in Figure 7 , the height of the bars on the right hand sides bar graph is greater, in comparison to those on the left hand side, for most of the classifiers, indicating an overall trend of increase in the classification prowess of the classifiers on inclusion of emotion scores.

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Background With the increased consumption of eSports and the availability of sophisticated technology, there is an increasing trend of modifying game themes in real time to enhance a user’s experience.

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In Figure 7 , a bar chart for the F1 scores for all classifiers for DS1 and DS2 using both statistical features and ROCKET features indicate a clear trend that the classification prowess of the classifiers is improved significantly when the input feature set is ROCKET (in comparison to statistical features).

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