Human-Centric Cognitive State Recognition Using Physiological Signals: A Systematic Review of Machine Learning Strategies Across Application Domains.

Both demonstrate an increasing trend towards using DL to interpret data from different modalities, highlighting DL’s growing importance in cognitive state recognition research.

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Current trends (2023): in 2023, the data reveals a significant trend as publications on DL (67) outnumber those on shallow ML (46).

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This indicates a strong trend towards integrating these two technologies to enhance accuracy and efficiency in analysing physiological data.

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