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Author

T. Lipping

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Preprint Sep 2026

Emotion Recognition from Physiological Signals Using Machine Learning Algorithms Under Controlled Emotional Stimuli

Emotion recognition using physiological signals plays a crucial role in well-being analysis, affective computing and human-computer interaction. This study investigates the performance of multiple machine learning models in classifying targets such as discrete emotions with varying granularity, valence and arousal usin...

Aditi Site, Annariina Lohiranta, T. Lipping · 0 citations
Open access Sep 2026

Practical flow state detection: Entropy-based EEG classification from portable EEG headbands

This study validates entropy-based biomarkers for flow state detection using two wearable EEG headsets, Muse-S and Emotiv Insight, across 45 participants performing adaptive Tetris gameplay and confirmed that entropy biomarkers are robust across diverse modeling frameworks.

Matin Beiramvand, Reijo Koivula, T. Lipping · 0 citations
#human-computer interacti... Preprint Sep 2026

Understanding emotional and behavioural responses through physiological signal analysis recorded during theatrical performance

Among various cultural interventions, theatre offers a powerful medium for emotional expression, reflection, and social connection. Live performances can positively influence mental well-being. Therefore, studying audience responses during theatrical performances can provide valuable insights into the relationship betw...

Aditi Site, Annariina Lohiranta, T. Lipping · 0 citations

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