{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T20:34:20Z","timestamp":1769546060435,"version":"3.49.0"},"publisher-location":"New York, NY, USA","reference-count":22,"publisher":"ACM","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,11,7]]},"DOI":"10.1145\/3779153.3779180","type":"proceedings-article","created":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T07:35:51Z","timestamp":1769499351000},"page":"186-192","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["ScaleMix: Enhancing fNIRS Classification with Scaling and Mixup Augmentation for Data-Driven BCI Applications"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-5081-001X","authenticated-orcid":false,"given":"Chao","family":"Gao","sequence":"first","affiliation":[{"name":"School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-6715-1861","authenticated-orcid":false,"given":"Zhiheng","family":"Rao","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-1937-4377","authenticated-orcid":false,"given":"Yuming","family":"Fu","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-5614-0705","authenticated-orcid":false,"given":"Jing","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-2869-2776","authenticated-orcid":false,"given":"Mengjie","family":"Huang","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-4645-0685","authenticated-orcid":false,"given":"Qun","family":"Song","sequence":"additional","affiliation":[{"name":"School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, Chongqing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2026,1,26]]},"reference":[{"key":"e_1_3_3_1_1_2","volume-title":"292-308","author":"Almajidy Rand K","year":"2019","unstructured":"Almajidy, Rand K., et al. \"A newcomer's guide to functional near infrared spectroscopy experiments.\"\u00a0IEEE Reviews in Biomedical Engineering\u00a013 (2019): 292-308."},{"key":"e_1_3_3_1_2_2","volume-title":"921-935","author":"Ferrari Marco","year":"2012","unstructured":"Ferrari, Marco, and Valentina Quaresima. \"A brief review on the history of human functional near-infrared spectroscopy (fNIRS) development and fields of application.\"\u00a0Neuroimage\u00a063.2 (2012): 921-935."},{"key":"e_1_3_3_1_3_2","doi-asserted-by":"crossref","unstructured":"Pinti Paola et al. \"The present and future use of functional near\u2010infrared spectroscopy (fNIRS) for cognitive neuroscience.\"\u00a0Annals of the new York Academy of Sciences\u00a01464.1 (2020): 5-29.","DOI":"10.1111\/nyas.13948"},{"key":"e_1_3_3_1_4_2","doi-asserted-by":"crossref","unstructured":"Yang Muyue et al. \"A systemic review of functional near-infrared spectroscopy for stroke: current application and future directions.\"\u00a0Frontiers in neurology\u00a010 (2019): 58.","DOI":"10.3389\/fneur.2019.00058"},{"key":"e_1_3_3_1_5_2","doi-asserted-by":"crossref","unstructured":"Naseer Noman and Keum-Shik Hong. \"fNIRS-based brain-computer interfaces: a review.\"\u00a0Frontiers in human neuroscience\u00a09 (2015): 3.","DOI":"10.3389\/fnhum.2015.00003"},{"key":"e_1_3_3_1_6_2","unstructured":"Minhas Hamza Shabbir et al. \"Enhancing classification accuracy of fNIRS-BCI for gait rehabilitation.\"\u00a0IEEE Access\u00a0(2024)."},{"key":"e_1_3_3_1_7_2","doi-asserted-by":"crossref","unstructured":"Cope Mark and David T. Delpy. \"System for long-term measurement of cerebral blood and tissue oxygenation on newborn infants by near infra-red transillumination.\"\u00a0Medical and Biological Engineering and Computing\u00a026.3 (1988): 289-294.","DOI":"10.1007\/BF02447083"},{"key":"e_1_3_3_1_8_2","unstructured":"Zhang Hongyi et al. \"mixup: Beyond empirical risk minimization.\"\u00a0arXiv preprint arXiv:1710.09412\u00a0(2017)."},{"key":"e_1_3_3_1_9_2","volume-title":"1483-1492","author":"Hyv\u00e4rinen Aapo","year":"1997","unstructured":"Hyv\u00e4rinen, Aapo, and Erkki Oja. \"A fast fixed-point algorithm for independent component analysis.\"\u00a0Neural computation\u00a09.7 (1997): 1483-1492."},{"key":"e_1_3_3_1_10_2","volume-title":"909-996","author":"Daubechies Ingrid","year":"1988","unstructured":"Daubechies, Ingrid. \"Orthonormal bases of compactly supported wavelets.\"\u00a0Communications on pure and applied mathematics\u00a041.7 (1988): 909-996."},{"key":"e_1_3_3_1_11_2","doi-asserted-by":"crossref","unstructured":"Um Terry T. et al. \"Data augmentation of wearable sensor data for parkinson's disease monitoring using convolutional neural networks.\"\u00a0Proceedings of the 19th ACM international conference on multimodal interaction. 2017.","DOI":"10.1145\/3136755.3136817"},{"key":"e_1_3_3_1_12_2","unstructured":"Le Guennec Arthur Simon Malinowski and Romain Tavenard. \"Data augmentation for time series classification using convolutional neural networks.\"\u00a0ECML\/PKDD workshop on advanced analytics and learning on temporal data. 2016."},{"key":"e_1_3_3_1_13_2","volume-title":"108-116","author":"Bishop Chris M","year":"1995","unstructured":"Bishop, Chris M. \"Training with noise is equivalent to Tikhonov regularization.\"\u00a0Neural computation\u00a07.1 (1995): 108-116."},{"key":"e_1_3_3_1_14_2","volume-title":"643-674","author":"An Guozhong","year":"1996","unstructured":"An, Guozhong. \"The effects of adding noise during backpropagation training on a generalization performance.\"\u00a0Neural computation\u00a08.3 (1996): 643-674."},{"key":"e_1_3_3_1_15_2","doi-asserted-by":"crossref","unstructured":"Lu Jian Dennis M. Healy Jr and John B. Weaver. \"Contrast enhancement of medical images using multiscale edge representation.\"\u00a0Optical engineering\u00a033.7 (1994): 2151-2161.","DOI":"10.1117\/12.172254"},{"key":"e_1_3_3_1_16_2","volume-title":"198-211","author":"Chikkerur Sharat","year":"2007","unstructured":"Chikkerur, Sharat, Alexander N. Cartwright, and Venu Govindaraju. \"Fingerprint enhancement using STFT analysis.\"\u00a0Pattern recognition\u00a040.1 (2007): 198-211."},{"key":"e_1_3_3_1_17_2","doi-asserted-by":"crossref","unstructured":"Li Zewen et al. \"A survey of convolutional neural networks: analysis applications and prospects.\"\u00a0IEEE transactions on neural networks and learning systems\u00a033.12 (2021): 6999-7019.","DOI":"10.1109\/TNNLS.2021.3084827"},{"key":"e_1_3_3_1_18_2","doi-asserted-by":"crossref","unstructured":"Graves Alex. \"Long short-term memory.\"\u00a0Supervised sequence labelling with recurrent neural networks\u00a0(2012): 37-45.","DOI":"10.1007\/978-3-642-24797-2_4"},{"key":"e_1_3_3_1_19_2","volume-title":"Attention is all you need.\"\u00a0Advances in neural information processing systems\u00a030","author":"Vaswani Ashish","year":"2017","unstructured":"Vaswani, Ashish, et al. \"Attention is all you need.\"\u00a0Advances in neural information processing systems\u00a030 (2017)."},{"key":"e_1_3_3_1_20_2","first-page":"3","volume":"7","author":"Pfurtscheller Gert","year":"2010","unstructured":"Pfurtscheller, Gert, et al. \"Focal frontal (de) oxyhemoglobin responses during simple arithmetic.\"\u00a0International Journal of Psychophysiology\u00a076.3 (2010): 186-192.","journal-title":"\"Focal frontal (de) oxyhemoglobin responses during simple arithmetic.\"\u00a0International Journal of Psychophysiology\u00a0"},{"key":"e_1_3_3_1_21_2","doi-asserted-by":"crossref","unstructured":"Bak SuJin et al. \"Open-access fNIRS dataset for classification of unilateral finger-and foot-tapping.\"\u00a0Electronics\u00a08.12 (2019): 1486.","DOI":"10.3390\/electronics8121486"},{"key":"e_1_3_3_1_22_2","unstructured":"Kohavi Ron. \"A study of cross-validation and bootstrap for accuracy estimation and model selection.\"\u00a0Ijcai. Vol. 14. No. 2. 1995."}],"event":{"name":"BDIOT 2025: 2025 9th International Conference on Big Data and Internet of Things","location":"Chongqing China","acronym":"BDIOT 2025"},"container-title":["Proceedings of the 2025 9th International Conference on Big Data and Internet of Things"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3779153.3779180","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T07:35:54Z","timestamp":1769499354000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3779153.3779180"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,7]]},"references-count":22,"alternative-id":["10.1145\/3779153.3779180","10.1145\/3779153"],"URL":"https:\/\/doi.org\/10.1145\/3779153.3779180","relation":{},"subject":[],"published":{"date-parts":[[2025,11,7]]},"assertion":[{"value":"2026-01-26","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}