Rchr
J-GLOBAL ID:200901087673587212   Update date: May. 21, 2024

Mabu Shingo

Mabu Shingo
Affiliation and department:
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  (21):
  • 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 イメージングバイオマーカーによるCOPDの身体活動性障害の機序解明と解析
  • 2020 - 2024 流域におけるノロウイルスの動態把握と流行予測
  • 2020 - 2024 衛星SARデータ利用による自然災害発災自動検知・発報システム-山口モデル-の構築
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Papers (452):
  • Thanawit Gerdpraser, Aya Hagihara, Kastsuya Yamamoto, Sakuya Inanaga, Shingo Mabu. Sentimental Analysis on SNS during the COVID-19 Pandemic Using BERTopic to Uncover Insights of the Outbreak. The Twenty-Ninth International Symposium on Artificial Life and Robotics 2024 (AROB 29th 2024). 2024. 60-64
  • Shingo Mabu, Yutaro Shibata, Thanawit Gerdpraser. Landslide Area Segmentation of Synthetic Aperture Radar Images Using U-net with Convolutional Autoencoder Trained by Pre-training and Fine-tuning. The Twenty-Ninth International Symposium on Artificial Life and Robotics 2024 (AROB 29th 2024). 2024. 673-677
  • Thanawit Gerdpraser, Shingo Mabu. Combination of Contrastive Perturbation and Ensemble Learning on Pseudo-Labeling Using CNN & ViT for COVID-19 X-ray Classification. The Twenty-Ninth International Symposium on Artificial Life and Robotics 2024 (AROB 29th 2024). 2024. 50-54
  • Yoshihito Ichiuji, Shingo Mabu, Satomi Hatta, Kunihiro Inai, Shohei Higuchi, Shoji Kido. Domain transformation using semi-supervised CycleGAN for improving performance of classifying thyroid tissue images. International Journal of Computer Assisted Radiology and Surgery. 2024
  • Takashi Kuremoto, Kazuma Fujino, Hirokazu Takahashi, Shun Kuremoto, Mamiko Koshiba, Hiroo Hieda, Shingo Mabu. Restoration of Guqin Music by Deep Learning Methods. Proc. of the 2024 International Conference on Artificial Life and Robotics (ICAROB2024). 2024. 320-324
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  (89):
  • 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)
  • 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)
  • Study on the Prediction of Physical Activity of COPD Patients Using Autoencoder
    (JAMIT Annual Meeting 2021 2021)
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 (33):
  • 2021/02 - 現在 AI活用型システム創成委員会(日本学術振興会協力会・事業譲渡委員会) 委員
  • 2019/08 - 現在 国立研究開発法人科学技術振興機構 研究成果展開事業大学発新産業創出プログラム外部専門家
  • 2019/04 - 現在 国立研究開発法人科学技術振興機構 研究成果展開事業研究成果最適展開支援プログラム(A-STEP)機能検証フェーズ専門委員
  • 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
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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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