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J-GLOBAL ID：202002228130116862   Reference number：20A0760079

Imbalanced Subarachnoid Hemorrhage data automatic detection by using SMOTE algorithm based on deep learning

深層学習によるSMOTEを用いた不均衡クモ膜下出血データの自動検出に関する研究

Author (10)： LU Zhongyang (Nagoya Univ., Nagoya, JPN) ,  ODA Masahiro (Nagoya Univ., Nagoya, JPN) ,  HAYASHI Yuichiro (Nagoya Univ., Nagoya, JPN) ,  ITO Hayato (Nagoya Univ., Nagoya, JPN) ,  WATADANI Takeyuki (Univ. Tokyo Hospital, Tokyo, JPN) ,  ABE Osamu (Univ. Tokyo Hospital, Tokyo, JPN) ,  HASHIMOTO Masahiro (Keio Univ. School of Medicine, Tokyo, JPN) ,  JINZAKI Masahiro (Keio Univ. School of Medicine, Tokyo, JPN) ,  MORI Kensaku (Nagoya Univ., Nagoya, JPN) ,  MORI Kensaku (National Inst. of Informatics, Tokyo, JPN)
Material： 電子情報通信学会技術研究報告  (IEICE Technical Report (Institute of Electronics, Information and Communication Engineers))
Volume： 119  Issue： 399(MI2019 65-123)(Web)  Page： 47-52 (WEB ONLY)  Publication year： Jan. 22, 2020 
JST Material Number： S0532B  ISSN： 0913-5685  Document type： Proceedings
Article type： 原著論文  Country of issue： Japan (JPN)  Language： ENGLISH (EN)

Thesaurus term： *Machine Learning ,...
Semi thesaurus term： convolutional neural network ,...

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JST classification (1)： Neurologic diagnosis  (GN02000H)

Reference (9)：

• M.K. Abraham, W.W. Chang, ′′Subarachnoid Hemorrhage,′′ Emergency Medicine Clinics, vol.34, no.4, pp.901-916, 2016.
• Japan Preventive Association of Life-style related Disease, http://www.seikatsusyukanbyo.com/statistics/2016/009215.php, Retrieved: October 2016.
• A. Krizhevsky, I. Sutskever, G.E. Hinton, ′′Imagenet classification with deep convolutional neural networks,′′ Advances in Neural Information Processing Systems, pp.1097-1105, 2012.
• N.V. Chawla, K.W. Bowyer, L.O. Hall, ′′SMOTE: synthetic minority over-sampling technique,′′ Journal of Artificial Intelligence Research, vol.16, pp.321-357, 2002.
• L. Breiman, ′′Classification and regression trees,′′ Routledge, 2017.

Terms in the title (5)： 深層学習 ,  均衡 ,  クモ膜下出血 ,  自動検出 ,  研究