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- W3123995315 abstract "This paper introduces a hierarchical taxonomy for different categories of distractions that are commonly encountered in a real-life environment. In this work, we implicitly focus on auditory distractions with contrasting intensity levels, explicitly that of no music (M0), music at 30% (M30), music at 60% (M60), and music at 90% (M90) i.e. our independent variables, and the effect that these distractions have on our dependent variables i.e. amplitude, latency, accuracy, user preference and signal morphology while using a visual P300 Speller. The research method for this study includes the use of a visual P300 speller based on the oddball paradigm in conjunction with the xDAWN algorithm. This work employed the use of N = 10 healthy subjects while utilizing low-cost electroencephalographic (EEG) equipment. This study forms part of a series of studies based on EEG, focused on ensuing in the development of the aforementioned taxonomy. Our results show that for the accuracy dependent variable, the M0 at 100% was preeminent, trailed surprisingly by M90 at 98%, and equally by M60 and M30 at 96%. The subjects’ preference prodigiously shows that the preferred condition was M0 as originally expected, followed by M90, M60, and M30, which are inadvertently in the same order to the accuracy dependent variable. Statistical analysis between all independent variables accepts our null hypothesis for the amplitude and latency. Other statistical results such as the comparison of each independent variable with M0 is included in this paper. The results from this work should give an overview of the viability and feasibility of the aforementioned P300 speller methodology and equipment to be utilized in the real-world environment." @default.
- W3123995315 created "2021-02-01" @default.
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- W3123995315 date "2021-01-01" @default.
- W3123995315 modified "2023-09-27" @default.
- W3123995315 title "Taxonomized Auditory Distractions with Varying Intensity Levels and Their Effect on a Visual P300 Speller While Utilising Low-Cost off-the-Shelf Equipment" @default.
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- W3123995315 doi "https://doi.org/10.1007/978-3-030-67108-2_7" @default.
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