Wearable-based human flow experience recognition enhanced by transfer learning methods using emotion data

• DOI: 10.1016/j.compbiomed.2023.107489
• Publication Date: 2023-09-22T16:04:21Z
• Authors: Muhammad Tausif I...; Frédéric Li; Muhammad Adeel Nisar; Xinyu Huang; Martje Buss; Leonie Kloep; Corinna Peifer; Barbara Kozusznik; Anita Pollak; Adrian Pyszka; Olaf Flak; Marcin Grzegorzek
• Keywords: Headset; Transfer of learning; Modalities; Feature Engineering; Feature (linguistics)

Flow experience is a specific positive and affective state that occurs when humans are completely absorbed in an activity forget everything else. This can lead to high performance, well-being, productivity at work. Few studies have been conducted determine the human flow using physiological wearable sensor devices. Other rely on self-reported data.