The Cold Start Problem and Per-Group Personalization in Real-Life Emotion Recognition With Wearables

Stanisław Saganowski,Dominika Kunc,Bartosz Perz,Joanna Komoszyńska,Maciej Behnke,Przemysław Kazienko

2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)（2022）

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摘要

Emotion recognition in real life from physiological signals provided by wrist worn devices still remains a great challenge especially due to difficulties with gathering annotated emotional events. For that purpose, we suggest building pre-trained machine learning models capable of detecting intense emotional states. This work aims to explore the cold start problem, where no data from the target su...

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关键词

emotion recognition,field studies,personalization,cold start,physiological signals,smartwatch,Emognition

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