Decoder Design for Concurrent Estimation of Arousal and Performance from One Continuous and Two Binary Observations

Key Points

• The aim is to develop a decoder that simultaneously estimates arousal and performance levels.
• Designed a decoder for continuous and binary data input.
• Analyzed data to evaluate the accuracy of arousal and performance estimation.
• Implemented personalized intervention strategies based on estimates.
• Achieved effective concurrent estimation of arousal and performance.
• Showed enhancements in personalized interventions based on estimation accuracy.