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学術論文（査読有）

01論文

  • ・Iwata S, Katayama R, Tsuda K, Lin Y-C, Kurata T, Kinoshita M, Kawase K, Kato T, Kato S, Hisano T, Oda M, Ohmae E, Takashima S, Araki Y, Saitoh S, Iwata O. Near-infrared Light Scattering and Water Diffusion in Newborn Brains. Annals of Clinical and Translational Neurology. 9(9) 1417-1427 2022.
  • ・Imai K, Suzuki T, Fukaya S, Karasawa Y, Bando Y, Sawaki D, Araki Y, Saitoh S, Iwata O. A New Quantitative Triage System for Hospitalized Neonates to Assist with Decisions of Hospital Evacuation Priorities. Prehospital and Disaster Medicine. 37(3) 343-349 2022.
  • ・Tanabe Y, Araki Y, Kinoshita M, Okamura H, Iwata S, Iwata O, Bayesian nonparametric quantile mixed-effects models via regularization using Gaussian process priors, Japanese Journal of Statistics and Data Science. 5(1) 241-267, 2022.
  • ・Osuke Iwata, Sachiko Iwata, Tsuyoshi Kurata, Kennosuke Tsuda, Koya Kawase, Masahiro Kinoshita, Yung-Chieh Lin, Mamoru Saikusa, Yuko Araki, Sachio Takashima, Motoki Oda, Etsuko Ohmae, Shiji Saitoh. Foetal growth, birth transition, enteral nutrition and brain light scattering. Scientific reports 11(1) 21318-21318, 2021.
  • ・櫻田京之介,荒木由布子, 和泉勇希, 西田昌史. 手話データの多変量関数主成分分析. ヒューマンインタフェース学会論文誌 22/4, 2020.
  • ・Araki, Y. and Kawaguchi. A. Functional logistic discrimination with sparse PCA and its application to the structural MRI. Behaviormetrika 46(1), 147-162, 2019.
  • ・松田健太郎，松崎彰信，中山英樹，安藤寛，大嶋昭雄，松本一郎，横山隆人，米倉順孝，下村国寿，荒木由布子. 小児かかりつけ医について考える～福岡地区における小児受診動向についての検討～. 外来小児科 22/1 12-19, 2019.
  • ・Hiroshi Yao, Kenji Fukuda, Yuko Araki, Yuki Takashima, Akira Uchino, Takefumi Yuzuriha and Manabu Hashimoto. Parity as a protective biomarker against silent brain infarction in community-dwelling older adults: The Sefuri study. Journal of Stroke and Cerebrovascular Diseases 28/3 720-709, 2019.
  • ・John Cologne, Ikuno Takahashi, Benjamin French, Akiko Nanri, Munechika Misumi, Atsuko Sadakane, Harry M. Cullings, Yuko Araki and Tetsuya Mizoue. Association of weight fluctuation with mortality in Japanese adults. JAMA Network Open 2019;2(3): e190731. doi:10.1001/jamanetworkopen, 2019.
  • ・Yasuhiko Maeyama, Keiichi Mitsuyama, Tetsuhiro Noda, Shiuchiro Nagata, Tsutomu Nagata, Shinichiro Yoshioka, Hikaru Yoshida, Michita Mukasa, Hiroaki Sumie, Hiroshi Kawano, Jun Akiba, Yuko Araki, Tatsuyuki Kakuma, Osamu Tsuruta and Takuji Torimura. Prediction of colorectal tumor grade and invasion depth through narrow-band imaging scoring. World Journal of Gastroenterology 24/42 4809-4820, 2018.
  • ・Manabu Hashimoto, Yuko Araki, Yuki Takashima, Kohjiro Nagami, Akira Uchino, Takefumi Yuzuriha and Hiroshi Yao. Hippocampal atrophy and memory dysfunction associated with physical inactivity in community-dwelling elderly subjects: The Sefuri study. Brain and Behavior. Feb;7(2): e00620, 2017.
  • ・Hiroshi Yao, Yuko Araki, Yuki Takashima, Akira Uchino, Takefumi Yuzuriha and Manabu　Hashimoto. Chronic kidney disease and subclinical brain infarction increase the risk of vascular cognitive impairment: The Sefuri study. Journal of Stroke and Cerebrovascular Diseases 26(2), 420-424, 2017.
  • ・Kennosuke Tsuda, Takeo Mukai, Sachiko Iwata, Jun Shibasaki, Takuya Tokuhisa, Tomoaki Ioroi, Hiroyuki Sano, Nanae Yutaka, Akihito Takahashi, Akihito Takeuchi, Toshiki Takenouchi, Yuko Araki, Hisanori Sobajima, Masanori Tamura, Shigeharu Hosono, Makoto Nabetani, Osuke Iwata and the Baby Cooling Registry of Japan Collaboration Team. Therapeutic hypothermia for neonatal encephalopathy: A report from the first 3 years of the Baby Cooling Registry of Japan. Scientific Reports(Nature) 7, 39508, 2017.
  • ・Masahiro Kinoshita, Sachiko Iwata, Hisayoshi Okamura, Mamoru Saikusa, Naoko Hara, Chihoko Urata, Yuko Araki and Osuke Iwata. Paradoxical diurnal cortisol changes in neonates suggesting preservation of fetal adrenal rhythms. Scientific Reports(Nature) 6, 35553, 2016.
  • ・Sachiko Iwata, Reiji Katayama, Masahiro Kinoshita, Mamoru Saikusa, Yuko Araki, Sachio Takashima, Toshi Abe and Osuke Iwata. Region-specific growth restriction of brain following preterm birth. Scientific Reports(Nature) 6, 33995, 2016.
  • ・Tsuyoshi Kurata, Sachiko Iwata, Kennosuke Tsuda, Masahiro Kinoshita, Mamoru Saikusa, Naoko Hara, Motoki Oda, Etsuko Ohmae, Yuko Araki, Takashi Sugioka, Sachio Takashima and Osuke Iwata. Physiological and pathological clinical conditions and light scattering in brain. Scientific Reports(Nature) 6, 31354, 2016.
  • ・Tanaka Shoichiro, Iwata Sachiko, Kinoshita Masahiro, Tsuda Kennosuke, Sakai Sayaka, Saikusa Mamoru, Shindo Ryota, Harada Eimei, Okada Junichiro, Hisano Tadashi, Kanda Hiroshi, Maeno Yusuki, Araki Yuko,, Ushijima Kazuo, Sakamoto Teruo, Yamashita Yushiro and Iwata Osuke. Use of normothermic default humidifier settings causes excessive humidification of respiratory gases during therapeutic hypothermia. Therapeutic Hypothermia and Temperature Management 6(4), 180-188, 2016.
  • ・Yao H., Takashima Y., Araki Y,., Uchino A., Yuzuriha T. and Hashimoto M. Leisure-time physical inactivity associated with vascular depression or apathy in community-dwelling elderly subjects: The Sefuri study. Journal of Stroke and Cerebrovascular Diseases. Nov.24(11):2625-31, 2015.
  • ・Fujiyoshi N., Ushijima K., Kawano K., Fujiyoshi K., Yamaguchi T., Araki Y,., Kakuma T., Watanabe S., Kaku T., Nishida T. and Kamura T. Radiation effects on DNA content of cervical cancer cells: A rapid evaluation of radiation sensitivity by laser scanning cytometry. Mol Clin Oncol, 3(1); 51-54. 2015.
  • ・Yuko Araki, Atsushi Kawaguchi and Fumio Yamashita.　Regularized logistic discrimination with basis expansions for the early detection of Alzheimer’s disease based on three-dimensional MRI data. Advances in Data Analysis and Classification 7, 109-119, 2013.
  • ・Yuko Araki and Satoshi Hattori. Efficient regularization parameter selection via information criteria. Communications in Statistics-Simulation and Computation 42(2), 280-293, 2013.
  • ・Kentaro Matsuda, Mitsuo Narita, Nobuyuki Sera, Eriko Maeda, Hideaki Yoshitomi, Hitomi Ohya, Yuko Araki, Tatsuyuki Kakuma, Atsushi Fukuoh and Kenji Matsumoto. Gene and cytokine profile analysis of macrolide-resistant Mycoplasma pneumoniae infection in Fukuoka, Japan. BMC Infectious Diseases, 13, 591(7pages), 2013.
  • ・Shinichiro Nagamits, Yuko Araki, Tetsuya Ioji, Fumiko Yamashita, Shuichi Ozono, Michiko Kouno, Chiho Iizuka, Munetsugu Hara, Ikuhiko Shibuya, Takashi Ohya, Yushiro Yamashita, Akira Tsuda, Tatsuyuki Kakuma and Toyojiro Matsuishi. Prefrontal brain function in children with anorexia nervosa: A near-infrared spectroscopy study. Brain & Development, 33, 35‒44, 2011.
  • ・蔵本昭孝, 堀大蔵, 井上茂, 堀之内崇士, 品川貴章, 上妻友隆, 下村卓也, 河田高伸,林龍之介, 嘉村敏治, 山下拓人, 荒木由布子, 角間辰之. 低置胎盤の術中出血量に影響を及ぼす因子についての検討. 日本周産期・新生児医学会雑誌 47(4), 873-877, 2011.
  • ・Chiho Iizuka, Yushiro Yamashita, Shinichiro Nagamitsu, Takuto Yamashita, Yuko Araki, Takashi Ohya, Munetsugu Hara, Ikuhiko Shibuya, Tatsuyuki Kakuma and Toyojiro Matsuishi. Comparison of the Strengths and Difficulties Questionnaire (SDQ) scores between children with high-functioning autism spectrum disorder (HFASD) and attention-deficit/hyperactivity disorder(AD/HD). Brain & Development, 32, 609‒612, 2010.
  • ・Shinichiro Nagamitsu, Fumiko Yamashita, Yuko Araki, Chiho Iizuka, Shuichi Ozono, Hiroko Komatsu, Takashi Ohya, Yushiro Yamashit, Tatsuyuki Kakuma, Akira Tsuda and Toyojiro Matsuishi. Characteristic prefrontal blood volume patterns when imaging body type, high-calorie food, and mother‒child attachment in childhood anorexia nervosa: A near infrared spectroscopy study. Brain & Development, 32, 162‒167, 2010.
  • ・Yuko Araki, Sadanori Konishi, Shuichi Kawano and Hidetoshi Matsui. Functional regression modeling via regularized Gaussian basis expansions. Ann Inst Stat Math 61, 811‒833, 2009.
  • ・Yuko Araki, Sadanori Konishi, Shuichi Kawano and Hidetoshi Matsui. Functional logistic discrimination via regularized basis expansions. Communications in Statistics-Theory and Methods 39, 2944-2957,2009.
  • ・Takashi Ohya, Toshisaburo Nagai, Yuko Araki, Takashi Yanagawa, Takuya Tanabe, Kuniaki Iyoda, Mana Kurihara, Kazuya Yamamoto, Kenji Masunag, Chiho Iizuka, Shinichiro Nagamitsu, Yushiro Yamashita, Yutaka Awaya, Kihei Maekawa and Toyojiro Matsuishi. A pilot study on the changes in immunity after ACTH therapy in patients with West syndrome. Brain & Development, 31, 739‒743, 2009.
  • ・Iwata S., Iwata O., Olson L., Kapetanakis A., Kato T., Evans S., Araki Y,., Kakuma T., Matsuishi T., Setterwall F., Lagercrantz H. and Robertson N.J. Therapeutic hypothermia can be induced and maintained using either commercial water bottles or a "phase changing material" mattress in a newborn piglet model. Archives of disease in childhood, 94 (5), 387-91, 2009.
  • ・Hidetoshi Matsui, Yuko Araki and Sadanori Konishi. Multivariate regression modeling for functional data. The special issue of JDS in memory of Professor Jack Lee. Journal of Data Science, 6, 313-331, 2008.
  • ・Toyojiro Matsuishi, Miki Nagano, Yuko Araki, Yoshiyuki Tanaka, Mizue Iwasaki, Yushiro Yamashita, Schinichiro Nagamitsu, Chiho Iizuka, Takashi Ohya, Kunihiko Shibuya, Munetsugu Hara, Kentaro Matsuda, Akira Tsuda and Tatsuyuki Kakuma. Scale properties of the Japanese version of the Strengths and Difficulties Questionnaire (SDQ): A study of infant and school children in community samples. Brain & Development, 30, 410-415, 2008.
  • ・荒木由布子，小西貞則. 動径基底関数展開に基づく関数回帰モデリング. 応用統計学 33, 243-256, 2004.
  • 教員紹介 著書・研究論文
  • 教員紹介 著書・研究論文

02国際会議論文集（査読有）

  • ・Araki, Y. and Konishi, S. Functional supervised and unsupervised classification of gene expression data. Proc. COMPSTAT 2006, Physica-Verlag/Springer 1105-1112, 2006.
  • ・Araki, Y., Konishi, S. and Imoto, S. Functional discriminant analysis for microarray gene expression data via radial basis function networks. Proc. COMPSTAT 2004, Physica-Verlag/Springer, 613-620, 2004.

学会・シンポジウム論文（査読無）

  • ・中野空, 大嶋夏乃, 澤木大輔, 澤本拓真, 荒木由布子. ロジスティック回帰分析を用いた守備の評価の定量化. 統計数理研究所共同研究リポート　439, スポーツデータ解析における理論と事例に関する研究集会 ７/ 123-128, 2020.
  • ・荒木由布子. 関数データ解析. 2019年日本計量生物学会・応用統計学会チュートリアルセミナー, 1-78, 2019.
  • ・荒木由布子, 川口淳. 高次元脳画像解析のための二段階正則化関数判別モデル. 応用統計学会2012年度年会論文集, 33-38, 2012.
  • ・川口淳，荒木由布子, 山下典生. 関数データ解析の三次元脳画像解析への応用. 日本計算機統計学会第25回大会論文集, 85-88, 2011.
  • ・荒木由布子，川口淳，山下典生. 三次元脳画像によるアルツハイマー病早期発見のための関数データ解析. 応用統計学会2011年度年会論文集, 67-72, 2011.
  • ・荒木由布子, 服部 聡. 情報量規準に基づく効率的な正則化パラメータ選択. 日本計算機統計学会第23 回シンポジウム論文集, 119-120, 2009.
  • ・Araki, Y. and Konishi, S. Functional discriminant analysis via radial basis function expansion and model selection criterion. Proc. COE Conference on the DMHF, 195-198, 2007.
  • ・茅野 光範, 荒木 由布子, 小西 貞則. 正則化基底展開法による関数化主成分分析. 統計数理研究所共同研究集会「ノンパラメトリック・セミパラメトリック統計学」講演論文集, 243-274, 2005.
  • ・荒木由布子，小西貞則．研究ノート：関数回帰モデリングについて．統計数理研究所共同研究レポート (164), 2003.

著書

尾畑 伸明, 荒木 由布子. Pythonで学ぶ確率統計, 共立出版, 2023年10月 (ISBN: 9784320125216)

鬼塚俊明 他 (担当:分担執筆, 範囲:12. 多変量解析). 精神医学領域の論文を読みこなすキーワード100！ 新興医学出版社, 2023年1月 (ISBN: 488002886X)

柳川　堯, 荒木由布子. バイオ統計学の基礎－医薬統計入門－ 近代科学社, 2021年3月第7刷発行(初版発行 2010年2月)