Research output per year
Research output per year
Personal profile
Research interests
- Machine Learning and Data Mining
- Data clustering
- Bio-inspired Machine Learning, including immune-inspired neural architecture search
- Explainable and accountable AI
- graph neural networks as applied in molecular property prediction
- Deep learning as applied in health, medical domains, and biology.
- Bio-inspired Computation
- Swarm Intelligence
- Artificial Immune Systems
- Physarum-inspired Computing
- Evolutionary Computation
- Qualitative Reasoning
- Learning Qualitative Differential Equations
- Qualitative and Semi-quantitative Simulation
Biography
Please see my personal webpage and lab page for more information: https://pangweijlu.github.io/
I am leading the BCML Lab @Heriot-Watt: https://bioml.eu.org/
I am also a member of Edinburgh Centre for Robotics: https://www.edinburgh-robotics.org/academics/wei-pang
Press Profile
- The team of MSc students that I supervised won Data Lab's Innovation Challenge in 2020, featured in The National, digit.fyi, and Circular Glasgow.
- Featured on the Cover Page of Royal Society of Edinburgh ResourceE: https://www.rse.org.uk/publication/resource-autumn-2015/
- The EPSRC project “Manufacturing Immortality” was mentioned by BBC Radio 4 Today: https://www.bbc.co.uk/programmes/b09kq1gr
- Mentioned by the CRUK Oxford Centre for the Endo.AI project: https://www.oxcode.ox.ac.uk/news/early-detection-sandpit-artificial-intelligence-in-medical-image-analysis
- Mentioned by Oxford Centre for Early Cancer Detection for the Hame-AI project: https://www.oxcode.ox.ac.uk/news/early-detection-artificial-intelligence-and-digital-pathology-sandpit
- Scottish Crucible Reflections: https://scottishcrucible.org.uk/dr-wei-pang-scottish-crucible-2015/
- Speak for the MSc AI program and Data Lab scholarships when I was Director of MSc AI and Data Lab Coordinator at Aberdeen: 2019: https://theorkneynews.scot/2019/05/02/msc-artificial-intelligence-ai-scholarships-at-aberdeen-university/ 2018: https://www.energyvoice.com/other-news/175874/aberdeen-university-secures-75600-worth-of-ai-scholarships/
- Data Lab Award at Aberdeen: https://www.abdn.ac.uk/ncs/news/12039/ https://www.abdn.ac.uk/ncs/news/12967/
- DeepSwarm: 1)Best Paper Award: https://www.abdn.ac.uk/ncs/news/13396/ 2)Towards Data Science Tutorial: https://towardsdatascience.com/ants-can-tell-you-how-to-wire-your-neurons-7cb9462b83bb
Key Research Words/Phrases
Machine Learning, Artificial Intelligence, Data Mining, Modelling and Simulation, Computational Intelligence, Artificial Immune Systems, Swarm Intelligence, Explainable AI, Accountable AI
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Deep learning model for human-intuitive shoeprint reconstruction
Hassan, M., Wang, Y., Wang, D., Pang, W., Li, D., Zhou, Y., Xu, D., Ur-Rahman, S., Ur Rahman, A., Fateh, A. A. & Qin, P., 1 Sept 2024, In: Expert Systems with Applications. 249, Part C, 123704.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
Enhanced Affinity Propagation Clustering on Heterogeneous Information Network
Rajan, D., Jiang, S., Yi, D., Pang, W. & Coghill, G. M., 19 May 2024, Advances in Computational Intelligence Systems. Springer, p. 334–346 13 p. (Advances in Intelligent Systems and Computing; vol. 1454).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Evolving Molecular Graph Neural Networks with Hierarchical Evaluation Strategy
Yuan, Y., Wang, W., Li, X., Kefan, C., Zhang, Y. & Pang, W., 14 Jul 2024, Proceedings of the Genetic and Evolutionary Computation Conference 2024. Association for Computing Machinery, p. 1417-1425 9 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile20 Downloads (Pure) -
FAM: Improving Columnar Vision Transformer with Feature Attention Mechanism
Huang, L., Bai, X., Zeng, J., Yu, M., Pang, W. & Wang, K., May 2024, In: Computer Vision and Image Understanding. 242, 103981.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
Hierarchical Graph Neural Network with Subgraph Perturbations for Key Gene Cluster Discovery in Cancer Staging
Hou, W., Wang, Y., Zhao, Z., Cong, Y., Pang, W. & Tian, Y., Feb 2024, In: Complex and Intelligent Systems. 10, 1, p. 111-128 18 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile2 Citations (Scopus)68 Downloads (Pure)
Prizes
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2015 Scottish Crucible project awarded by President of Royal Society of Edinburgh
Pang, Wei (Recipient), 2015
Prize: Prize (including medals and awards)
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