NGUYEN Canh Hao ＮＧＵＹＥＮＣａｎｈ・Ｈａｏ

… Alternative Names

Nguyen Canh Hao NGUYEN Canh・Hao

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Researcher Number	90626889
Other IDs
Affiliation (Current)	2025: 京都大学, 化学研究所, 講師
Affiliation (based on the past Project Information) *help	2019 – 2023: 京都大学, 化学研究所, 講師 2018: 京都大学, 化学研究所, 助教 2015: 京都大学, 化学研究所, 助教
Review Section/Research Field	Principal Investigator Basic Section 61030:Intelligent informatics-related Except Principal Investigator Intelligent informatics
Keywords	Principal Investigator machine learning / Sparse learning / Deep learning / Structured data / Machine learning / Convex Clustering / Graph neural networks / graph embedding / semi-supervised learning / distances on graphs … More / Learning on graphs / sparsistency / hypergraph / graph Laplacian / Convex clustering / graph neural networks / large graph / bioinformatics / Graph analysis … More Except Principal Investigator プロテオーム / ゲノム / 人工知能 / 生体生命情報学 / 機械学習 / グラフマイニング / 知識発見とデータマイニング Less

Machine Learning for Structure-Rich Data-Scarce DomainsPrincipal Investigator
- Principal Investigator
  
  NGUYEN Canh・Hao
- Project Period (FY)
  2022 – 2024
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 61030:Intelligent informatics-related
- Research Institution
  Kyoto University
Machine Learning on Large GraphsPrincipal Investigator
- Principal Investigator
  
  Nguyen Canh Hao
- Project Period (FY)
  2018 – 2022
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 61030:Intelligent informatics-related
- Research Institution
  Kyoto University
Estimating data structure embedded in semi-structured data
- Principal Investigator
  
  Mamitsuka Hiroshi
- Project Period (FY)
  2012 – 2015
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Research Field
  
  Intelligent informatics
- Research Institution
  Kyoto University

All 2023 2022 2021 2020 2019 2018 2016 2014 2013

All Journal Article Presentation Book

[Book] Integrated Uncertainty in Knowledge Modelling and Decision Making 7th International Symposium, IUKM 2019, Nara, Japan2019
- Author(s)
  Hirosato Seki, Canh Hao Nguyen, Van-Nam Huynh, Masahiro Inuiguchi
- Total Pages
  444
- Publisher
  Springer
- ISBN
  9783030148157
- Data Source
  KAKENHI-PROJECT-18K11434
[Journal Article] Central-Smoothing Hypergraph Neural Networks for Predicting Drug?Drug Interactions2023
- Author(s)
  Nguyen Duc Anh、Nguyen Canh Hao、Mamitsuka Hiroshi
- Journal Title
  
  IEEE Transactions on Neural Networks and Learning Systems
  
  Volume: 0 Issue: 8 Pages: 1-6
- DOI
  10.1109/tnnls.2023.3261860
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-22K12150, KAKENHI-PROJECT-19H04169
[Journal Article] SPARSE: a sparse hypergraph neural network for learning multiple types of latent combinations to accurately predict drug?drug interactions2022
- Author(s)
  Nguyen Duc Anh、Nguyen Canh Hao、Petschner Peter、Mamitsuka Hiroshi
- Journal Title
  
  Bioinformatics
  
  Volume: 38 Issue: Supplement_1 Pages: i333-i341
- DOI
  10.1093/bioinformatics/btac250
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K12150, KAKENHI-PROJECT-21H05027, KAKENHI-PROJECT-20F20809, KAKENHI-PROJECT-19H04169
[Journal Article] Learning subtree pattern importance for Weisfeiler-Lehman based graph kernels2021
- Author(s)
  Nguyen Dai Hai、Nguyen Canh Hao、Mamitsuka Hiroshi
- Journal Title
  
  Machine Learning
  
  Volume: 110 Issue: 7 Pages: 1587-1607
- DOI
  10.1007/s10994-021-05991-y
- Peer Reviewed / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K11434, KAKENHI-PROJECT-19H04169
[Journal Article] Learning on Hypergraphs with Sparsity2020
- Author(s)
  Nguyen Hao Canh、Mamitsuka Hiroshi
- Journal Title
  
  IEEE Transactions on Pattern Analysis and Machine Intelligence
  
  Volume: 1 Pages: 1-1
- DOI
  10.1109/tpami.2020.2974746
- Peer Reviewed / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K11434, KAKENHI-PROJECT-19H04169
[Journal Article] Structured Learning in Biological Domain2020
- Author(s)
  Nguyen Canh Hao
- Journal Title
  
  Journal of Systems Science and Systems Engineering
  
  Volume: 29 Issue: 4 Pages: 440-453
- DOI
  10.1007/s11518-020-5461-5
- Peer Reviewed / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K11434
[Journal Article] A survey on adverse drug reaction studies: data, tasks and machine learning methods2019
- Author(s)
  Nguyen Duc Anh、Nguyen Canh Hao、Mamitsuka Hiroshi
- Journal Title
  
  Briefings in Bioinformatics
  
  Volume: 1 Issue: 1 Pages: 1-1
- DOI
  10.1093/bib/bbz140
- Peer Reviewed / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K11434, KAKENHI-PROJECT-19H04169
[Journal Article] ADAPTIVE: leArning DAta-dePendenT, concIse molecular VEctors for fast, accurate metabolite identification from tandem mass spectra2019
- Author(s)
  Nguyen Dai Hai、Nguyen Canh Hao、Mamitsuka Hiroshi
- Journal Title
  
  Bioinformatics
  
  Volume: x Pages: 0-0
- Peer Reviewed / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K11434
[Journal Article] SIMPLE: Sparse Interaction Model over Peaks of moLEcules for fast, interpretable metabolite identification from tandem mass spectra2018
- Author(s)
  Nguyen Dai Hai、Nguyen Canh Hao、Mamitsuka Hiroshi
- Journal Title
  
  Bioinformatics
  
  Volume: 34 Issue: 13 Pages: i323-i332
- DOI
  10.1093/bioinformatics/bty252
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K11434, KAKENHI-PROJECT-16H02868
[Journal Article] Current Status and Prospects of Computational Resources for Natural Product Dereplication: A Review.2016
- Author(s)
  Mohamed, A., Nguyen, C. H. and Mamitsuka, H.
- Journal Title
  
  Briefings in Bioinformatics
  
  Volume: 17 Issue: 2 Pages: 309-321
- DOI
  10.1093/bib/bbv042
- Peer Reviewed / Acknowledgement Compliant
- Data Source
  KAKENHI-PROJECT-24300054
[Journal Article] Selecting Graph Cut Solutions via Global Graph Similarity2014
- Author(s)
  Nguyen, C. H., Wicker, N. and Mamitsuka, H.
- Journal Title
  
  IEEE Transactions on Neural Networks and Learning Systems
  
  Volume: 25 Issue: 7 Pages: 1407-1412
- DOI
  10.1109/tnnls.2013.2292975
- Peer Reviewed / Acknowledgement Compliant
- Data Source
  KAKENHI-PROJECT-24300054
[Journal Article] NetPathMiner:R/Bioconductor Package for Network Path Mining through Gene Expression2014
- Author(s)
  Mohamed, A., Hancock, T., Nguyen, C. H. and Mamitsuka, H.
- Journal Title
  
  Bioinformatics
  
  Volume: 30 Issue: 21 Pages: 3139-3141
- DOI
  10.1093/bioinformatics/btu501
- Peer Reviewed / Acknowledgement Compliant
- Data Source
  KAKENHI-PROJECT-24300054
[Journal Article] A New Dissimilarity Measure for Comparing Labeled Graphs2013
- Author(s)
  Wicker, N., Nguyen, C. H. and Mamitsuka, H.
- Journal Title
  
  Linear Algebra and its Applications
  
  Volume: 438 Issue: 5 Pages: 2331-2338
- DOI
  10.1016/j.laa.2012.10.021
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-24300054
[Presentation] Fast and Robust Multi-View Multi-Task Learning via Group Sparsity2019
- Author(s)
  Sun Lu、Nguyen Canh Hao、Mamitsuka Hiroshi
- Organizer
  Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI 2019)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K11434
[Presentation] Multiplicative Sparse Feature Decomposition for Efficient Multi-View Multi-Task Learning2019
- Author(s)
  Sun Lu、Nguyen Canh Hao、Mamitsuka Hiroshi
- Organizer
  Proceedings of the 28th International Joint Conference on Artificial Intelligence (IJCAI 2019)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K11434

1. Mamitsuka Hiroshi (00346107)

# of Collaborated Projects: 1 results

# of Collaborated Products: 4 results
2. Takigawa Ichigaku (10374597)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
3. Hancock Timothy (80600709)

# of Collaborated Projects: 1 results

# of Collaborated Products: 1 results
4. Shiga Motoki (20437263)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
5. Tsuda Koji (90357517)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
6. Kayano Mitsunori (20590095)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results

NGUYEN Canh Hao ＮＧＵＹＥＮ Ｃａｎｈ・Ｈａｏ

Nguyen Canh Hao NGUYEN Canh・Hao

Research Projects

Research Products

Co-Researchers

Machine Learning for Structure-Rich Data-Scarce DomainsPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Machine Learning on Large GraphsPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Review Section

Research Institution

Estimating data structure embedded in semi-structured data

Principal Investigator

Project Period (FY)

Research Category

Research Field

Research Institution

[Book] Integrated Uncertainty in Knowledge Modelling and Decision Making 7th International Symposium, IUKM 2019, Nara, Japan2019

Author(s)

Total Pages

Publisher

ISBN

Data Source

[Journal Article] Central-Smoothing Hypergraph Neural Networks for Predicting Drug?Drug Interactions2023

Author(s)

Journal Title

DOI

Data Source

[Journal Article] SPARSE: a sparse hypergraph neural network for learning multiple types of latent combinations to accurately predict drug?drug interactions2022

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Learning subtree pattern importance for Weisfeiler-Lehman based graph kernels2021

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Learning on Hypergraphs with Sparsity2020

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Structured Learning in Biological Domain2020

Author(s)

Journal Title

DOI

Data Source

[Journal Article] A survey on adverse drug reaction studies: data, tasks and machine learning methods2019

Author(s)

Journal Title

DOI

Data Source

[Journal Article] ADAPTIVE: leArning DAta-dePendenT, concIse molecular VEctors for fast, accurate metabolite identification from tandem mass spectra2019

Author(s)

Journal Title

Data Source

[Journal Article] SIMPLE: Sparse Interaction Model over Peaks of moLEcules for fast, interpretable metabolite identification from tandem mass spectra2018

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Current Status and Prospects of Computational Resources for Natural Product Dereplication: A Review.2016

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Selecting Graph Cut Solutions via Global Graph Similarity2014

Author(s)

Journal Title

DOI

Data Source

[Journal Article] NetPathMiner:R/Bioconductor Package for Network Path Mining through Gene Expression2014

Author(s)

NGUYEN Canh Hao ＮＧＵＹＥＮＣａｎｈ・Ｈａｏ