NGUYEN Dai Hai
- Affiliation
- Institute of Systems and Information Engineering
- Official title
- Assistant Professor
- ORCID
- 0000-0003-0380-4197
- Sex
- Male
- KAKEN ID
- 50968401
- URL
- /?8FJ6?]92:]8ETc_F]EDF<F32]24];Aj92:Tc_4D]EDF<F32]24];A
- Research keywords
Machine Learning, Bioinformatics - Research projects
On Optimal Transport-based Statistical Measures for Graph Structured Data and Applications 2023-04 -- 2026-03 NGUYEN Dai Hai Japan Society for the Promotion of Science/Grant-in-Aid for Young Scientists 2,730,000Yen Advanced machine learning methods for mass spectrometry 2019-04 -- 2020-09 Nguyen Dai Hai Japan Society of for the Promotion of Science/Grant-in-Aid for JSPS Fellows/ 1,900,000Yen - Career history
2022-04 -- 2026-03 University of TsukubaFaculty of Engineering, Information and SystemsAssistant Professor 2020-11 -- 2022-03 The University of TokyoGraduate School of Frontier SciencesPostdoctoral Fellow 2019-04 -- 2020-09 Kyoto UniversityBioinformatics CenterJSPS Fellow - Academic background
2017-10 -- 2020-09 Kyoto University Bioinformatics Center, Institute for Chemical Research - Degree
2020-09 PhD (Pharmaceutical Sciences) Kyoto University - Articles
- 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
- Books
- 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
- Conference, etc.
- 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
- Teaching
2024-10 -- 2025-02 Computer Science Seminar Af University of Tsukuba. 2024-10 -- 2025-02 Computer Science Seminar Bf University of Tsukuba. 2024-04 -- 2024-08 Research in Computer Science Is University of Tsukuba. 2024-10 -- 2025-02 Research in Computer Science IIf University of Tsukuba. 2024-10 -- 2025-03 Life Science Innovation Master's Special Seminar I Fall University of Tsukuba. 2024-04 -- 2024-08 Computer Science Seminar B University of Tsukuba. 2024-10 -- 2025-02 Computer Science Seminar B University of Tsukuba. 2024-10 -- 2025-02 Research in Computer Science D University of Tsukuba. 2024-10 -- 2025-02 Research in Computer Science B University of Tsukuba. 2024-10 -- 2025-02 Research in Computer Science f University of Tsukuba. more...
(Last updated: 2024-09-27)