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J-GLOBAL ID：200901087673587212   Update date: Sep. 10, 2024

Mabu Shingo

Mabu Shingo
Affiliation and department：
Yamaguchi University Graduate School of Sciences and Technology for Innovation

About Yamaguchi University Graduate School of Sciences and Technology for Innovation


Job title： Professor
Homepage URL  (1)： http://www.nn.csse.yamaguchi-u.ac.jp/
Research field  (3)： Intelligent informatics ,  Soft computing ,  Medical systems
Research keywords  (8)： Artificial intelligence ,  Machine Learning ,  Deep Learning ,  Medical Image Diagnosis ,  pattern recognition ,  Satellite Remote Sensing ,  データマイニング ,  遺伝的アルゴリズム
Research theme for competitive and other funds  (24)：
  • 2024 - 2027 新興感染症から医療者安全を確保する遠隔ロボット解剖解析法構築に医工連携で挑む
  • 2022 - 2026 An Approach to Guqin Music Recognition and Composition by Machine Learning
  • 2022 - 2025 全身CT画像と診断レポートを複合した機械学習による大規模医療データセットの構築
  • 2021 - 2024 学術指導
  • 2021 - 2024 Development of a general-purpose computer-aided diagnosis system using VAE that can be used for a small number of cases
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Papers (459)：
  • Shengzhe Jiao, Yihong Zhang, Yuanyuan Wang, Shingo Mabu, Haoyang Xia, Takahiro Hara. Multi-modal Contrastive Learning For Medical Image Classification with Limited Training Data (accepted). Proc. of the 23rd IEEE International Conference on Machine Learning and Applications. 2024
  • Ryosuke Wakamoto, Shingo Mabu. Effective Feature Extraction from Lung Sounds Using Time-Series Neural Networks. Proc. of the 2024 63rd Annual Conference of the Society of Instrument and Control Engineers of Japan (SICE). 2024. 846-851
  • Ibuki YAMANAKA, Saya NARITA, Shingo MABU, Kunhao YANG, Shoji KIDO. Design of Deep Learning Models for Anatomic and Normal/Abnormal Classification in the Sentences of PET-CT Image Findings. Proc. of JAMIT Annual Meeting 2024. 2024. 284-285
  • Mikiya MORISAKI, Shingo MABU, Shoji KIDO. Proposal for the Effective Utilization of Voxel Data for the Classification of Diffuse Lung Diseases in Chest CT Images. Proc. of JAMIT Annual Meeting 2024. 2024. 158-159
  • Minori IWASE, Shingo MABU, Kunhao YANG, Shoji KIDO. Opacity Classification and Anomaly Detection of Diffuse Lung Diseases in Chest CT Using Federated Learning. Proc. of JAMIT Annual Meeting 2024. 2024. 148-149
ｍore...
MISC (3)：
Books (10)：
  • Research Advances in Data Mining Techniques and Applications
    IntechOpen 2023
  • Anomaly Detection
    2022 ISBN:9784861049132
  • Multidisciplinary Computational Anatomy, Toward Integration of Artificial Intelligence with MCA-based Medicine
    Springer, Singapore 2022
  • 人工知能を用いた五感・認知機能の可視化とメカニズム解明
    (株)技術情報協会 2021
  • Deep Learning in Medical Image Analysis
    Springer 2020
ｍore...
Lectures and oral presentations  (90)：
  • システム創成とAI技術 - 躍進するAI技術の現状と課題,システムへの適用性 (2名分担発表)
    (AI活用型システム創成委員会・公開シンポジウム 2024)
  • Medical Data Analysis Using Deep Learning -Study on the Utilization of Limited Number of Labeled Data-
    (2024)
  • Fundamentals and Trends of Artificial Intelligence (AI) and University Initiatives
    (2023)
  • AI/Machine Learning Methods for Making Use of Limited Number of Training Data and Its Applications to Medical Data Analysis
    (The sixth workshop of Committee for the Creation of AI-based Systems 2022)
  • Prediction of Physical Activity and Evaluation of Test Item Importance in Chronic Obstructive Pulmonary Disease Using Neural Network
    (The 13th Japanese Society of Pulmonary Functional Imaging 2022)
ｍore...
Education (3)：
  • 2003 - 2006 Waseda University Graduate School of Information Production and Systems
  • 2001 - 2003 Kyushu University Graduate School of Information Science and Electrical Engineering Department of Electrical and Electronic System Engineering
  • 1997 - 2001 Kyushu University School of Engineering Electrical Engineering and Computer Science
Professional career (3)：
  • Doctor of Engineering (Waseda University)
  • Master of Engineering (Kyushu University)
  • 学士(工学) (九州大学)
Work history (9)：
  • 2020/10 - 現在 Yamaguchi University Graduate School of Sciences and Technology for Innovation Professor
  • 2017/03 - 2020/09 Yamaguchi University Graduate School of Sciences and Technology for Innovation Associate Professor
  • 2016/04 - 2017/03 Yamaguchi University Graduate School of Sciences and Technology for Innovation Assistant Professor
  • 2012/09 - 2016/03 Yamaguchi University Graduate School of Science and Engineering Assistant Professor
  • 2009 - 2012/08 Waseda University Faculty of Science and Engineering
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Committee career (42)：
  • 2013/01 - 現在 計測自動制御学会 システム・情報部門 システム工学部会 運営委員
  • 2012 - 現在 Journal of Advanced Computational Intelligence and Intelligent Informatics 編集委員
  • 2024/04 - 2025/03 文部科学省科学技術・学術政策研究所 科学技術予測・政策基盤調査研究センター 科学技術専門家ネットワーク・専門調査員
  • 2023/11 - 2025/03 国立研究開発法人 科学技術振興機構 大学発新産業創出基金事業「ディープテック・スタートアップ国際展開プログラム」外部専門家
  • 2024/03 - 2024/08 一般社団法人日本医用画像工学会 第43回日本医用画像工学会大会プログラム委員
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Awards (8)：
  • 2021/10 - 山口大学大学院創成科学研究科 優秀授業 ソフトコンピューティング特論(2020)
  • 2021/10 - 山口大学工学部 最優秀授業 ソフトコンピューティング(2020)
  • 2019/07 - 山口大学工学部 優秀授業 ソフトコンピューティング(2018)
  • 2019/01 - IFMIA2019 IFMIA Best Paper Award Analysis of the Effects of Transfer Learning on Opacity Classification of Diffuse Lung Diseases Using Convolutional Neural Network
  • 2018/07 - 山口大学工学部 最優秀授業 ものづくり創成実習II(2017)
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Association Membership(s) (5)：
進化計算学会 ,  日本医用画像工学会 ,  計測自動制御学会 ,  電気学会 ,  IEEE
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