久保 孝富

所属 情報科学領域 AI応用情報学
職位 准教授
学位
研究室 数理情報学
研究キーワード
生体信号, 神経疾患, 機械学習
研究分野
情報通信 / 知能情報学 /
研究室概要
数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。
学術論文
"Variance Control for Black Box Variational Inference Using The James-Stein Estimator," Artificial Life and Robotics, vol.in press., 9 Apr. 2025
Dominic Dayta, Takatomi Kubo, Kazushi Ikeda
"Development of deep multi-animal tracking for domestic cats toward future application to social behavior analysis," Advanced Robotics, vol.38, no.14, pp958-966, Jul. 2024
Hikari Koyasu, Yuki Maruno, Miho Nagasawa, Takefumi Kikusui, Takatomi Kubo
[ doi:10.1080/01691864.2024.2384423 ]
"Emotional studies in dogs and cats and their estimation techniques: an engineering perspective," Advanced Robotics, pp1-18, Jun. 2024
Hikari Koyasu, Takatomi Kubo, Saho Takagi, Yurina Wada, Yuki Maruno, Miho Nagasawa, Kazunori Ohno
[ doi:10.1080/01691864.2024.2358439 ]
"Novel predictive approaches for drug-induced convulsions in non-human primates using machine learning and heart rate variability analysis," The Journal of Toxicological Sciences, vol.49, no.5, pp231-240, May. 2024
Kazuhiro Kuga, Motohiro Shiotani, Kentaro Hori, Hiroshi Mizuno, Yusaku Matsushita, Harushige Ozaki, Kohei Hayashi, Takatomi Kubo, Manabu Kano
[ doi:10.2131/jts.49.231 ]
"The relationship of game genres, in-game purchases, and playing duration with probable gaming disorder in two independent, large-scale online surveys of Japanese adults," Journal of Behavioral Addictions, vol.13, no.1, pp205-214, Mar. 2024
Taiki Oka, Takatomi Kubo, Misa Murakami, Nao Kobayashi
[ doi:10.1556/2006.2023.00076 ]
"Event-related PTSD symptoms as a high-risk factor for suicide: longitudinal observational study," Nature Mental Health, vol.1, no.12, pp1013-1022, Dec. 2023
Toshinori Chiba, Kentarou Ide, Misa Murakami, Nao Kobayashi, Taiki Oka, Fumiya Nakai, Rumi Yorizawa, Yuka Miyake, Toshitaka Hamamura, Masaru Honjo, Hiroyuki Toda, Tetsufumi Kanazawa, Shuken Boku, Takatomi Kubo, Akitoyo Hishimoto, Mitsuo Kawato, Aurelio Cortese
[ doi:10.1038/s44220-023-00157-2 ]
"Heat illness detection with heart rate variability analysis and anomaly detection algorithm," Biomedical Signal Processing and Control, vol.87, pp105520, Oct. 2023
Koichi Fujiwara, Koshi Ota, Shota Saeda, Toshitaka Yamakawa, Takatomi Kubo, Aozora Yamamoto, Yuki Maruno, Manabu Kano
[ doi:10.1016/j.bspc.2023.105520 ]
"Negative emotion recognition using multimodal physiological signals for advanced driving automation systems," Artificial Life and Robotics, vol.in press, May. 2023
Chie Hieida, Tomoaki Yamamoto, Takatomi Kubo, Junichiro Yoshimoto, Kazushi Ikeda
"Learning to mimic programmers gaze behavior for program comprehension improvement," Artificial Life and Robotics, vol.28, no.2, pp295-306, May. 2023
Jeanne Barthelemy, Takatomi Kubo, Takeshi D. Itoh, Kiyoka Ikeda, Kazushi Ikeda
"視線と心拍を用いたプログラム理解状況の推定," コンピュータソフトウェア, vol.40, no.1, pp24-44, 2023.2
曾我 遼, 鹿糠 秀行, 久保 孝富, 石尾 隆
"Deep MAnTra: Deep learning-based multi-animal tracking for Japanese macaques," Artificial Life and Robotics, vol.28, no.1, pp127-138, Feb. 2023
Riza Rae Pineda, Takatomi Kubo, Masaki Shimada, Kazushi Ikeda
"Defecation Prediction System Using Bowel Sound," IPSJ Transactions on Bioinformatics, vol.15, pp17-21, 1 Aug. 2022
Soki Marumoto, Takatomi Kubo, Makoto Tada, Kazushi Ikeda
"Electrocardiogram measurement and emotion estimation of working dogs," IEEE Robotics and Automation Letters, vol.7, no.2, pp4047-4054, Apr. 2022
Kazunori Ohno, Koutaro Sato, Ryunosuke Hamada, Takatomi Kubo, Kazushi Ikeda, Miho Nagasawa, Takefumi Kikusui,, Sandeep Kumar Nayak, Shotaro Kojima, Satoshi Tadokoro
"Multi-level attention pooling for graph neural networks: Unifying graph representations with multiple localities," Neural Networks, vol.145, pp356-373, Jan. 2022
Takeshi D. Itoh, Takatomi Kubo, Kazushi Ikeda
"Multiple time measurements of multidimensional psychiatric states from immediately before the COVID-19 pandemic to one year later: a longitudinal online survey of the Japanese population," Translational psychiatry, 11 Nov. 2021
Taiki Oka, Takatomi Kubo, Nao Kobayashi, Fumiya Nakai, Yuka Miyake, Toshitaka Hamamura, Masaru Honjo, Hiroyuki Toda, Shuken Boku, Tetsufumi Kanazawa, Masanori Nagamine, Aurelio Cortese, Minoru Takebayashi, Mitsuo Kawato, Toshinori Chiba
"埋込サイボーグ技術の社会実装に係る技術・社会的課題," 人工知能学会, vol.36, no.6, 2021.11
藤原 幸一, 藤田 卓仙, 山川 俊貴, 久保 孝富, 日永田 智絵, 桐山 瑶子, 川島 浩誉, 川治 徹真, 野田 隼人, 田畑 淳
"Prevalence and risk factors of internet gaming disorder and problematic internet use before and during the COVID-19 pandemic: A large online survey of Japanese adults," Journal of Psychiatric Research, 1 Oct. 2021
Taiki Oka, Toshitaka Hamamura, Yuka Miyake, Nao Kobayashi, Masaru Honjo, Mitsuo Kawato, 久保 孝富, Toshinori Chiba
"Expert programmers have fine-tuned cortical representations of source code," eNeuro, vol.8, no.1, 25 Jan. 2021
Yoshiharu Ikutani, Takatomi Kubo, Satoshi Nishida, Hideaki Hata, Kenichi Matsumoto, Kazushi Ikeda, Shinji Nishimoto
[ doi:10.1523/ENEURO.0405-20.2020 ]
"ウマ (Equus Caballus) とヒトにおける歩行同期の実証的研究," 動物心理学研究, vol.印刷中, 2020.10.12
上田江里子, 久保 孝富, 村重哲史, 永澤美保, 池田 和司, 瀧本-猪瀬彩加
"Extraction of Hierarchical Behavior Patterns Using a Non-Parametric Bayesian Approach," Frontiers in Computer Science, section Digital Public Health, vol.2, pp546917, Oct. 2020
Jeric Cruz Briones, Takatomi Kubo, Kazushi Ikeda
"A mathematical model of herding in horse-harem group," Journal of Ethology, vol.38, no.3, pp343-353, Sep. 2020
Clark Kendrick Go, Monamie Ringhofer, Bryan Lao, Takatomi Kubo, Shinya Yamamoto, Kazushi Ikeda
"心拍変動を用いた運動中のイヌの情動評価の試み," 動物心理学研究, vol.70, no.1, pp15-18, 2020.8
村山未来, 永澤美保, 片山真希, 池田 和司, 久保 孝富, 山川俊貴, 藤原幸一, 菊水健史
[ doi:10.2502/janip.70.1.1 ]
"Mechanisms maintaining cohesiveness of harem groups in horses: male herding and female reactions," Journal of Ethology, vol.38, no.1, pp71-77, Jan. 2020
Monamie Ringhofer, Clark Kendrick Go, Sota Inoue, Renata S. Mendonca, Satoshi Hirata, Takatomi Kubo, Kazushi Ikeda, Shinya Yamamoto
"Emotional Contagion From Humans to Dogs Is Facilitated by Duration of Ownership," Frontiers in Psychology, vol.10, pp1678, 19 Jul. 2019
Maki Katayama, Takatomi Kubo, Toshitaka Yamakawa, Koichi Fujiwara, Kensaku Nomoto, Kazushi Ikeda, Kazutaka Mogi, Miho Nagasawa, Takefumi Kikusui
"Pre-training in Deep Neural Networks from Information Theoretical Perspective," Neurocomputing, ppin press, 18 Dec. 2016
Yaustaka Furusho, Takatomi Kubo, Kazushi Ikeda
"Modeling and prediction of driving behaviors based on automatic temporal segmentation," IEEE Trans. Intelligent Vehicles, ppin press, 30 Jun. 2016
Ryunosuke Hamada, Takatomi Kubo, Kazushi Ikeda, Zujie Zhang, Tomohiro Shibata, Takashi Bando, Kentarou Hitomi, Masumi Egawa
"Heart Rate Variability Predicts the Emotional State in Dogs," Behavioural Processes, vol.in press, 25 Apr. 2016
Maki Katayama, Takatomi Kubo, Kazutaka Mogi, Kazushi Ikeda, Miho Nagasawa, Takefumi Kikusui
"Towards Excluding Redundancy in Electrode Grid for Automatic Speech Recognition Based on Surface EMG," vol.134, pp15-19, Jun. 2014
Takatomi Kubo, Masaki Yoshida, Takumu Hattori, Kazushi Ikeda
"Variational Bayesian inference algorithms for infinite relational model of network data," Jan. 2014
Takuya Konishi, Takatomi Kubo, Kazuho Watanabe, Kazushi Ikeda
"Towards Excluding Redundancy in Electrode Grid for Automatic Speech Recognition Based on Surface EMG," Neurocomputing, vol.to appear, 6 Jan. 2013
Takatomi Kubo, Masaki Yoshida, Takumu Hattori, Kazushi Ikeda
"NGF-p75 and neuropsin/KLK8 pathways stimulate each other to cause hyperkeratosis and acanthosis in inflamed skin.," J Dermatol Sci., vol.67, no.1, pp71, Jul. 2012
Shingaki K, Taniguchi M, Kanazawa S, Matsuzaki S, Maeda T, Miyata S, Kubo T, Torii K, Shiosaka S, Tohyama M.
"Vowel Recognition Based on Surface Electromyography with Electrode Grid on Submental Region," 生体医工学, vol.50, no.1, pp38-46, Feb. 2012
Takatomi Kubo, Tomoki Toda, Masaki Yoshida, Takumu Hattori, Kazushi Ikeda
"Molecular mechanism of kallikrein-related peptidase 8/neuropsin-induced hyperkeratosis in inflamed skin.," Br J Dermatol, vol.163, no.3, pp466, Jul. 2010
Shingaki K, Matsuzaki S, Taniguchi M, Kubo T, Fujiwara T, Kanazawa S, Yamamoto A, 田村英紀, Maeda T, Ooi K, Matsumoto K, 塩坂貞夫 Tohyama M.
[ doi:10.1111/j.1365-2133.2010.09864.x ]
"Molecular mechanism of kallikrein-related peptidase 8/neuropsin-induced hyperkeratosis in inflamed skin.," Br J Dermatol, vol.163, no.3, pp466, Jul. 2010
Shingaki K, Matsuzaki S, Taniguchi M, Kubo T, Fujiwara T, Kanazawa S, Yamamoto A, 田村英紀, Maeda T, Ooi K, Matsumoto K, 塩坂貞夫 Tohyama M.
[ doi:10.1111/j.1365-2133.2010.09864.x ]
受賞
"優秀研究賞," 日本神経回路学会, 2014.8
久保孝富
所属学協会
APSIPA
北米神経科学学会
IEEE
日本神経回路学会
資料

池田 和司

職位 教授
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。

日永田 智絵

職位 助教
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。

LI YUZHE

職位 助教
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。

Tan Renzo Roel Perez

職位 特任助教
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。

丸野 由希

職位 博士研究員
領域 情報科学領域 AI応用情報学
研究室 数理情報学

数理モデルにもとづいた問題解決、特に機械学習アルゴリズムの開発と解析、脳神経活動や行動データなどの生体信号解析やモデル化による数理生命科学、ヒューマン・マシン・システムの工学応用に関する研究・教育を行う。