叶 秀彩(ヨウ シュウサイ)

所属
システム情報系
職名
准教授
ORCID
0000-0002-5547-3919
eメール
%T@SDP><D^kq<O^kr>NgONPFP=<g<>gEK
研究室
情報数理研究室
研究分野
数理情報学
研究キーワード
クラスタリング、次元削減、機械学習、 データ解析、バイオインフォマティクス、ネットワークコンピューティング
研究課題
Advanced Biomarker Discovery for Early Alzheimer's Disease Identification: A Taiwan-Japan Collaborative Initiative2025-04 -- 2026-03叶秀彩NTU -UGA-UT 3 大学国際協力センター/研究・教育共同イニシアティブ800,000円
データコラボレーション解析による分散協調特徴量選択手法の研究2022-04 -- 2026-03叶秀彩日本学術振興会/基盤研究(C)4,160,000円
職歴
2024-01 -- (現在)筑波大学システム情報系准教授
2018-04 -- 2023-12筑波大学システム情報系助教
2014-07 -- 2018-03筑波大学システム情報系研究員
2014-05 -- 2014-06筑波大学システム情報系博士特別研究員
学歴
2010-04 -- 2014-03筑波大学 システム情報研究科 コンピュータサイエンス専攻
取得学位
2014-03博士（工学）筑波大学
所属学協会
2018-12 -- (現在)AAAI
2017-04 -- (現在)CBEES
2014-01 -- (現在)IEEE
受賞
2024-09令和5年度 筑波大学若手教員奨励賞
2023-04令和4年度システム情報系教育貢献賞
2019-05ICMHI国際学会 優秀口頭発表賞
2018-10IEEE CBDCom国際学会 優秀論文賞
2017-05CMHI国際学会 優秀論文賞
2017-02ICMLC国際学会 優秀口頭発表賞
2016-02ICMLC国際学会 優秀口頭発表賞
論文
会議発表等
  • Clinically-Guided Multi-Omics Clustering for Cancer Subtype Identification
    Shi Tianyi; Ye Xiucai; Sakurai Tetsuya
    International Conference on Machine Learning and Computing (ICMLC)/2026-02-06--2026-02-09
  • Contrastive Fusion of Biomolecular and Heterogeneous Network Features for Drug-Target Interaction Prediction
    Ye Xiucai; Yang Hongyang; Sakurai Tetsuya
    International Conference on Machine Learning and Computing (ICMLC)/2026-02-06--2026-02-09
  • PLM-Driven Differentiable Clustering and Graph Reasoning for Protein Interaction Site Prediction
    Xi Wenyu; Ye Xiucai; Shi Tianyi; Sakurai Tetsuya
    International Conference on Machine Learning and Computing (ICMLC)/2026-02-06--2026-02-09
  • Large Language Model-Guided Feature Extraction for Multi-Omics Clustering in Cancer Subtyping
    Shi Tianyi; Ye Xiucai; Sakurai Tetsuya
    International Conference on Robotics and Artificial Intelligence (ICRAI)/2025-12-19--2025-12-21
  • Noise-robustness analysis of hybrid quantum-classical CNNs for small-sample road image classification
    Long Changzhou; Ye Xiucai; Sakurai Tetsuya
    International Conference on Robotics and Artificial Intelligence (ICRAI)/2025-12-19--2025-12-21
  • タスク認識型クラスタリングによる医療データにおけるサブタイプの抽出
    叶 秀彩; 櫻井鉄也
    第7回産学連携シンポジウム/2025-10-17--2026-10-17
  • Applications of Artificial Intelligence to Enhance Drug Discovery
    Ye Xiucai
    Taiwan–Japan Biomedical Collaboration Symposium/2025-10-09--2025-10-09
  • STlinear: A linear denoising algorithm for spatial domain identification in spatial transcriptomics
    Cui Yaxuan; Cui Yang; Wang Ruheng; YE Xiucai; Sakurai...
    The 20th World Congress on Medical and Health Informatics (MedInfo 2025)/2025-08-09--2025-8-13
  • Deep Feature Learning for Multi-Omics Clustering Using Supervised Variational Autoencoders with Clinical Information
    Shi Tianyi; YE Xiucai; Sakurai Tetsuya
    International Joint Conference on Neural Networks (IJCNN2025)/2025-06-30--2025-7-5
  • A Capsule Network-Based Model for Predicting RNA-Small Molecule Binding Sites
    Xi Wenyu; YE Xiucai; Sakurai Tetsuya
    The 9th International Conference on Medical and Health Informatics (ICMHI 2025)/2025-05-16--2025-5-18
  • Multi-Omics Clustering with Large Language Model-Based Feature Extraction
    Shi Tianyi; YE Xiucai; Sakurai Tetsuya
    The 9th International Conference on Medical and Health Informatics (ICMHI 2025)/2025-05-16--2025-5-18
  • Improved Efficiency and Interpretability for Peptide Prediction Based on Kolmogorov–Arnold Networks and Multi-scale Features
    Wang Li; YE Xiucai; Sakurai Tetsuya
    The 9th International Conference on Medical and Health Informatics (ICMHI 2025)/2025-05-16--2025-5-18
  • A Memory Attention-Driven Framework with Biological Language Embedding for Predicting Protein-DNA Binding Residues
    Guan Shixuan; YE Xiucai; Sakurai Tetsuya
    The 9th International Conference on Medical and Health Informatics (ICMHI 2025)/2025-05-16--2025-5-18
  • Multi-omics Data Clustering for Cancer Subtyping via Interpretable Feature Extraction
    Shi Tianyi; Ye Xiucai; Sakurai Tetsuya
    International Conference on Machine Learning and Computing (ICMLC 2025)/2025-2-14--2025-2-17
  • Selecting interpretable features for cancer subtyping on multi-omics data
    Shi Tianyi; Ye Xiucai; Huang Dong; Sakurai Tetsuya
    IEEE International Conference on Bioinformatics and Biomedicine (BIBM)/2024-12-03--2024-12-06
  • CyclePermea: Membrane Permeability Prediction of Cyclic Peptides with a Multi-Loss Fusion Network
    Wang Zixu; Chen Yangyang; Ye Xiucai; Sakurai Tetsuya
    International Joint Conference on Neural Networks (IJCNN2024)/2024-06-30--2024-7-5
  • Deciphering the Complex Characterization of Coding LncRNA
    Liu Tianyuan; Ye Xiucai; Sakurai Tetsuya
    International Joint Conference on Neural Networks (IJCNN2024)/2024-06-30--2024-7-5
  • Multi-omics Clustering for Cancer Subtyping Based on SHAP Values
    Shi Tianyi; Ye Xiucai; Sakurai Tetsuya
    The 8th International Conference on Medical and Health Informatics (ICMHI 2024)/2024-05-17--2024-5-19
  • Opportunities and Challenges: A New Perspective in Functional Diversity of Coding LncRNA and Their Micropeptides
    Liu Tianyuan; Ye Xiucai; Sakurai Tetsuya
    The 8th International Conference on Medical and Health Informatics (ICMHI 2024)/2024-05-17--2024-5-19
  • Exploring Peptide Toxicity Prediction for Intelligent Drug Discovery Using Deep Learning
    Jiao Shihu; Ye Xiucai; Sakurai Tetsuya
    The 8th International Conference on Medical and Health Informatics (ICMHI 2024)/2024-05-17--2024-5-19
  • Hierarchical Deep Learning Architecture for Predicting Protein-DNA Binding Sites
    Guan Shixuan; Ye Xiucai; Sakurai Tetsuya
    The 8th International Conference on Medical and Health Informatics (ICMHI 2024)/2024-05-17--2024-5-19
  • Stgan: Imputation algorithm for spatial transcriptomics based on Generative Adversarial Network
    Cui Yaxuan; Ye Xiucai; Sakurai Tetsuya
    The 8th International Conference on Medical and Health Informatics (ICMHI 2024)/2024-05-17--2024-5-19
  • CPPM: Prediction of cyclic peptide membrane permeability based on multi-loss fusion network
    Chen Yangyang; Ye Xiucai; Sakurai Tetsuya
    The 8th International Conference on Medical and Health Informatics (ICMHI 2024)/2024-05-17--2024-5-19
  • Multi-omics clustering based on interpretable and discriminative features for cancer subtyping
    Shi Tianyi; Ye Xiucai; Sakurai Tetsuya
    IEEE International Conference on Bioinformatics and Biomedicine (BIBM)/2023-12-05--2023-12-08
  • Multi-view Network Embedding with Structure and Semantic Contrastive Learning
    Shang Yifan; Ye Xiucai; Sakurai Tetsuya
    IEEE International Conference on Multimedia and Expo (ICME2023)/2023-07-10--2023-07-14
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知的財産権
  • Information processing method, information processing system, and recording medium
    TAMURA Jun; MORIYA Tsuyoshi; IMAKURA Akira; SAKURAI T...
  • 特徴量選択支援装置、特徴量選択支援プログラム及び特徴量選択支援方法
    今倉 暁; 叶 秀彩; 櫻井 鉄也
担当授業科目
2025-07 -- 2025-07生体分子・創薬インフォマティクス筑波大学
2025-04 -- 2025-08情報理工分野横断後期特別演習筑波大学
2025-04 -- 2025-08情報理工前期特別研究Is筑波大学
2025-04 -- 2025-08情報理工前期特別研究IIs筑波大学
2025-10 -- 2026-02情報理工前期特別研究IIf筑波大学
2025-10 -- 2026-02情報理工前期特別研究II筑波大学
2025-04 -- 2025-08情報理工前期特別研究II筑波大学
2025-10 -- 2026-02情報理工前期特別研究If筑波大学
2025-10 -- 2026-02情報理工前期特別研究I筑波大学
2025-04 -- 2025-08情報理工前期特別研究I筑波大学
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授業以外の教育活動
2019-07 -- 2019-07中高生理工系進学応援シンポジウム及びリケジョサイエンス合宿ダイバーシティ・アクセシビリティ・キャリアセンター
学協会等委員
2025-11 -- 2026-10Frontiers in Chemistry Special Issue on Molecular Representation and Its Application in Drug DevelopmentTopic editor
2026-02 -- 2026-02The 18th International Conference on Machine Learning and Computing (ICMLC)Session Chair (Special Session 5: Machine Learning Applications in Bioinformatics)
2025-08 -- 2026-02The 18th International Conference on Machine Learning and Computing (ICMLC)Special Session Chair
2025-12 -- 2025-12The 11th International Conference on Robotics and Artificial Intelligence (ICRAI)Session Chair (Onsite Section 4: Image Processing and Computer Vision)
2025-06 -- 2025-12The 11th International Conference on Robotics and Artificial Intelligence (ICRAI)Program Chair
2025-06 -- 2026-02The 18th International Conference on Machine Learning and ComputingProgram Co-Chair
2025-05 -- 2025-05The 9th International Conference on Medical and Health InformaticsSession Chair (​Special Session: Deep Learning for Biomolecular Interaction and Multi-Omics Integration)
2025-02 -- 2025-02The 17th International Conference on Machine Learning and ComputingSession Chair (​ONSITE SESSION 1 ​Machine Learning Theory and Algorithms)
2024-06 -- 2025-02The 17th International Conference on Machine Learning and ComputingProgram Co-Chair
2024-03 -- 2024-12Future Generation Computer Systems Special Issue on Explainable Artificial Intelligence in Drug Discovery and DevelopmentGuest Editor
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学内管理運営業績
2026-04 -- (現在)情報理工学位プログラム 国費優先配置推進室室長
2025-04 -- (現在)情報理工学位プログラム ダブルディグリープログラム（DDP）推進室室員
2025-04 -- (現在)地球規模課題学位プログラム（学士）教育会議委員
2024-04 -- (現在)情報科学類　世話人専門導入科目「情報科学概論」世話人
2025-04 -- (現在)情報科学類 世話人ソフトウェアサイエンス　主専攻世話人
2024-04 -- (現在)情報科学類、情報理工学位プログラム　国際交流委員会アドバイザー
2025-10 -- 2025-12ライフイノベーション学位プログラム 世話人「生体分子・創薬インフォマティクス」 世話人
2025-10 -- 2025-12ライフイノベーション学位プログラム 世話人「遺伝子解析と機能ゲノミクス」 世話人
2025-04 -- 2025-07ライフイノベーション学位プログラム 世話人「バイオインフォマティクス概論」 世話人
2024-04 -- 2025-03情報科学類　部局情報環境委員会委員
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(最終更新日: 2026-05-09)