NGUYEN Dai Hai(グエン ダイ ハイ)
- 所属
- システム情報系
- 職名
- 助教
- ORCID
- 0000-0003-0380-4197
- 性別
- 男性
- 科研費番号
- 50968401
- URL
- eメール
- I%|,0z%C}v C|+:IE,C+*,",wvCvxC!'P}v :IEx*C+*,",wvCvxC!'
- 研究キーワード
Machine Learning, Bioinformatics - 研究課題
On Optimal Transport-based Statistical Measures for Graph Structured Data and Applications 2023-04 -- 2026-03 NGUYEN Dai Hai 日本学術振興会/科学研究費補助金 若手研究 2,730,000円 質量分析のための機械学習手法構築 2019-04 -- 2020-09 Nguyen Dai Hai 日本学術振興会/科学研究費補助金 特別研究員奨励費（DC2）/ 1,900,000円 - 職歴
2022-04 -- 2026-03 筑波大学システム情報系助教 2020-11 -- 2022-03 東京大学大学院新領域創成科学研究科特任研究員 2019-04 -- 2020-09 京都大学化学研究所 附属バイオインフォマティクスセンター日本学術振興会特別研究員（DC2） - 学歴
2017-10 -- 2020-09 京都大学 化学研究所附属バイオインフォマティクスセンター - 取得学位
2020-09 博士（薬学） 京都大学 - 論文
- Moreau-Yoshida variational transport: a general framework for solving regularized distributional optimization problems
NGUYEN Dai Hai; Sakurai Tetsuya
Machine Learning/113(9)/pp.6697-6724, 2024-07 - Differentiable optimization layers enhance GNN-based mitosis detection
Zhang Haishan; Nguyen Dai Hai; Tsuda Koji
SCIENTIFIC REPORTS/13(1), 2023-09 - Mirror Variational Transport: A Particle-based Algorithm for Distributional Optimization on Constrained Domains
Nguyen Dai Hai; Sakurai Tetsuya
MACHINE LEARNING/112(8)/pp.2845-2869, 2023-06 - On A Linear Fused Gromov-Wasserstein Distance For Graph Structured Data
Nguyen Dai Hai; Tsuda Koji
PATTERN RECOGNITION/138, 2023-06 - Generating reaction trees with cascaded variational autoencoders
Nguyen Dai Hai; Tsuda Koji
The Journal of chemical physics/156(4), 2022-01-28 - Learning subtree pattern importance for Weisfeiler-Lehman based graph kernels
Nguyen Dai Hai; Nguyen Canh Hao; Mamitsuka Hiroshi
Machine Learning/110/pp.1585-1607, 2021-06 - Recent advances and prospects of computational methods for metabolite identification: a review with emphasis on machine learning approaches
Nguyen Dai Hai; Nguyen Canh Hao; Mamitsuka Hiroshi
Briefings in bioinformatics/20(6)/pp.2028-2043, 2019-11-27 - ADAPTIVE: leArning DAta-dePendenT, concIse molecular VEctors for fast, accurate metabolite identification from tandem mass spectra
Nguyen Dai Hai; Canh Hao Nguyen Hiroshi Mamitsuka
Bioinformatics (Oxford, England)/35(14)/p.i164-i172, 2019-07-15 - SIMPLE: Sparse Interaction Model over Peaks of moLEcules for fast, interpretable metabolite identification from tandem mass spectra
Nguyen Dai Hai; Nguyen Canh Hao; Mamitsuka Hiroshi
Bioinformatics (Oxford, England)/34(13)/p.i323-i332, 2018-07-01 - Stroke order normalization for improving recognition of online handwritten mathematical expressions
Le Anh Duc; Nguyen Dai Hai; Indurkhya Bipin; Nakagawa Ma...
International Journal on Document Analysis and Recognition - Modified xy cut for re-ordering strokes of online handwritten mathematical expressions
Nguyen Dai Hai; Le Duc Anh; Nakagawa Masaki
2th IAPR Workshop on Document Analysis Systems (DAS), 2016-06 - Recognition of Online Handwritten Math Symbols Using Deep Neural Networks
Nguyen Dai Hai; Le Anh Duc; Nakagawa Masaki
IEICE TRANSACTIONS on Information and Systems/99(12)/pp.3110-3118, 2016-10 - Deep neural networks for recognizing online handwritten mathematical symbols
Nguyen Dai Hai; Le Duc Anh; Nakagawa Masaki
2015 3rd IAPR Asian Conference on Pattern Recognition (ACPR), 2016-06
- Moreau-Yoshida variational transport: a general framework for solving regularized distributional optimization problems
- 著書
- Machine Learning for Metabolic Identification
Nguyen Dai Hai; Nguyen Canh Hao; Mamitsuka Hiroshi
Creative Complex Systems/Springer, Singapore/pp.329-350, 2021
- Machine Learning for Metabolic Identification
- 会議発表等
- Mirror Variational Transport: A Particle-based Algorithm for Distributional Optimization on Constrained Domain
Nguyen Dai Hai
ECML PKDD 2023 : European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases/2023-09-18--2023-09-22 - Learning Subtree Pattern Importance for Weisfeiler- Lehman based Graph Kernels
Nguyen Dai Hai; Nguyen Canh Hao; Mamitsuka Hiroshi
ECML PKDD 2021 : European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases/2021-03-26--2021-04-02 - ADAPTIVE: leArning DAta-dePendenT, concIse molecular VEctors for fast, accurate metabolite identification from tandem mass spectra
Nguyen Dai Hai; Nguyen Canh Hao; Mamitsuka Hiroshi
27th International Conference on Intelligent Systems for Molecular Biology (ISMB/ECCB 2019)/2019-07-21--2019-07-25 - SIMPLE: Sparse Interaction Model over Peaks of moLEcules for fast, interpretable metabolite identification from tandem mass spectra
Nguyen Dai Hai; Nguyen Canh Hao; Mamitsuka Hiroshi
26th International Conference on Intelligent Systems for Molecular Biology (ISMB 2018)/2018-07-06--2018-07-08 - Semi-supervised learning of hierarchical representations of molecules using neural message passing
Nguyen Dai Hai
Machine Learning for Molecules and Materials in NIPS 2017/2017-12-08--2017-12-09 - Deep neural networks for recognizing online handwritten mathematical symbols
Nguyen Dai Hai
The 3rd IAPR Asian Conference on Pattern Recognition (ACPR2015)/2015-11-03--2015-11-06
- Mirror Variational Transport: A Particle-based Algorithm for Distributional Optimization on Constrained Domain
- 担当授業科目
2024-10 -- 2025-02 情報理工後期特別演習Af 筑波大学 2024-10 -- 2025-02 情報理工後期特別演習Bf 筑波大学 2024-04 -- 2024-08 情報理工前期特別研究Is 筑波大学 2024-10 -- 2025-02 情報理工前期特別研究IIf 筑波大学 2024-10 -- 2025-03 ライフイノベーション博士前期演習I秋 筑波大学 2024-04 -- 2024-08 コンピュータサイエンス特別演習B 筑波大学 2024-10 -- 2025-02 コンピュータサイエンス特別演習B 筑波大学 2024-10 -- 2025-02 情報理工前期特別研究D 筑波大学 2024-10 -- 2025-02 情報理工前期特別研究B 筑波大学 2024-10 -- 2025-02 情報理工後期特別研究f 筑波大学 さらに表示...
(最終更新日: 2024-09-27)