ArticleScientific reports2022
Brain-computer interface to predict impulse buying behavior using functional near-infrared spectroscopy.
Article in Scientific reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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8 citing papers in PubMed.
- Enhancing cognitive and physical performance in older adults through wearable sensor-based interactive cognitive-motor training: a randomized clinical trial.Scientific reports · 2025Trial
- Prefrontal and temporal cortical activation during a new computerized multiple cognitive task simulating activities of everyday life.Scientific reports · 2026Article
- Exploring neuromarketing's influence on consumer impulsivity through the lens of personality traits.Frontiers in psychology · 2026Article
- Article
- Scoping Review on the Use of Music for Emotion Regulation.Behavioral sciences (Basel, Switzerland) · 2024Article
- Impulse buying behavior during livestreaming: Moderating effects of scarcity persuasion and price perception.Heliyon · 2024Article
- Unlocking the neural mechanisms of consumer loan evaluations: an fNIRS and ML-based consumer neuroscience study.Frontiers in human neuroscience · 2024Article
- Motivation in the metaverse: A dual-process approach to consumer choices in a virtual reality supermarket.Frontiers in neuroscience · 2023Article
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Authors and funding
4 authors.
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Abstract
As the rate of vaccination against COVID-19 is increasing, demand for overseas travel is also increasing. Despite people's preference for duty-free shopping, previous studies reported that duty-free shopping increases impulse buying behavior. There are also self-reported tools to measure their impulse buying behavior, but it has the disadvantage of relying on the human memory and perception. Therefore, we propose a Brain-Computer Interface (BCI)-based brain signal processing methodology to supplement these limitations and to reduce ambiguity and conjecture of data. To achieve this goal, we focused on the brain's prefrontal cortex (PFC) activity, which supervises human decision-making and is closely related to impulse buying behavior. The PFC activation is observed by recording signals using a functional near-infrared spectroscopy (fNIRS) while inducing impulse buying behavior in virtual computing environments. We found that impulse buying behaviors were not only higher in online duty-free shops than in online regular stores, but the fNIRS signals were also different on the two sites. We also achieved an average accuracy of 93.78% in detecting impulse buying patterns using a support vector machine. These results were identical to the people's self-reported responses. This study provides evidence as a potential biomarker for detecting impulse buying behavior with fNIRS.
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