Auditory Attention Detection Dataset KULeuven (OLD VERSION)

********************************* Disclaimer: PLEASE DO NOT USE THIS VERSION (Data has been made unavailable) Another version, version 2.0.0, of this data set is available here, which contains the original data (+ details on the data set). The version published on the current page contains EEG data that has been pre-processed with a data-driven artifact removal procedure on a trial-by-trial basis. This can introduce slight differences across trials that can possibly be exploited by classifiers. Therefore, for proper benchmarking of auditory attention decoding algorithms that can learn to use such cues, it is recommended to NOT use this pre-processed data set, and instead use the unprocessed version 1.1.0 (the original data). ********************************* This version of the data set was used in Das, N., Vanthornhout, J., Francart, T., & Bertrand, A. “Stimulus-aware spatial filtering for single-trial neural response and temporal response function estimation in high-density EEG with applications in auditory research.” NeuroImage, Volume 204, 116211, Jan. 2020https://doi.org/10.1016/j.neuroimage.2019.116211 The results and conclusions in the paper are not affected by the trial-by-trial application of the artifact removal procedure.免责声明：请勿使用此版本（该数据集已无法获取）。 本数据集另有2.0.0版本可供获取，该版本包含原始数据（附数据集详细说明）。当前页面发布的版本所包含的脑电图（EEG）数据，是经逐试次数据驱动伪迹去除流程预处理后的结果。该预处理流程可能会在不同试次间引入细微差异，而分类器或许可利用此类差异。因此，若要对可利用此类线索的听觉注意解码算法进行合理的基准测试，建议不要使用此预处理后的数据集，转而使用未经过处理的1.1.0版本（即原始数据）。 本数据集的此版本曾被用于以下研究： Das, N.、Vanthornhout, J.、Francart, T. 与 Bertrand, A. 发表的论文"Stimulus-aware spatial filtering for single-trial neural response and temporal response function estimation in high-density EEG with applications in auditory research"，刊载于《神经影像学》（*NeuroImage*）2020年1月第204卷，文章编号116211，DOI: 10.1016/j.neuroimage.2019.116211 该论文的研究结果与结论不受逐试次伪迹去除流程的影响。