Professor Haiping Lu
School of Computer Science
Professor of Machine Learning
AI Strategy Lead
Member of the Machine Learning research group
+44 114 222 1853
Full contact details
School of Computer Science
Regent Court (DCS)
211 Portobello
91̽»¨
S1 4DP
- Profile
-
Professor Lu joined the University of 91̽»¨ as a Lecturer in November 2016. He is the Turing Network Development Award Lead and Insigneo Research Director for Healthcare Data / AI at the University of 91̽»¨. He is also the lead organiser of the Alan Turing Institute’s interest group on meta-learning for multimodal data and the Machine Learning Theme Lead for 91̽»¨ in the N8 Centre of Excellence in Computationally Intensive Research. He received his BEng and MEng from Nanyang Technological University, Singapore, in 2001 and 2004, and his PhD degree in electrical and computer engineering from the University of Toronto in 2008.
He was a recipient of a Turing Network Development Award, an Amazon Research Award, an AAAI Outstanding PC Member Award, a Hong Kong Research Grants Council Early Career Award, and an IEEE CIS Outstanding PhD Dissertation Award. He was also a joint-recipient of a Wellcome Trust Innovator Award and an NIHR AI in Health and Care Award.
- Research interests
-
His research focuses on developing translational AI technologies for better analysing multimodal data in healthcare and beyond, particularly multidimensional data and heterogeneous graphs in bioinformatics and medical imaging. He leads the development of the PyKale library to provide more accessible machine learning from multiple sources for interdisciplinary research, officially part of the PyTorch ecosystem.
- Publications
-
Books
Journal articles
- . Computers in Industry, 161, 104111-104111.
- . GigaScience, 13.
- . European Respiratory Journal, 62(2).
- . Knowledge-Based Systems, 110865-110865.
- . Pattern Recognition, 133.
- . IEEE Transactions on Medical Imaging, 1-1.
- . IEEE Transactions on Medical Imaging.
- . Radiology, 304(3), E56-E56.
- . Frontiers in Cardiovascular Medicine, 9.
- . Radiology, 212929.
- . European Heart Journal - Digital Health.
- . Journal of Cardiovascular Magnetic Resonance, 24(1).
- . Pattern Recognition.
- . Signal Processing.
- . ERJ Open Research, 8(1).
- . European Heart Journal - Cardiovascular Imaging, 22(Supplement_2).
- . European Heart Journal - Cardiovascular Imaging, 22(Supplement_2).
- . Diagnostics, 11(4).
- . Medical Image Analysis.
- . European Heart Journal - Cardiovascular Imaging.
- . IEEE Transactions on Cybernetics.
- . Pattern Recognition, 88, 729-738.
- Domain Independent SVM for Transfer Learning in Brain Decoding.
- . IEEE Transactions on Neural Networks and Learning Systems, 30(6), 1803-1817.
- . IEEE Transactions on Neural Networks and Learning Systems, 29(10), 4744-4757.
- . IEEE Transactions on Neural Systems and Rehabilitation Engineering, 25(6), 504-516.
- . IEEE Transactions on Biomedical Engineering, 60(2), 461-469.
- . Pattern Recognition, 44(7), 1540-1551.
- . IEEE Transactions on Biomedical Engineering, 57(12), 2936-2946.
- . IEEE Transactions on Information Forensics and Security, 5(1), 118-132.
- . IEEE Systems Journal, 3(4), 440-450.
- . IEEE Transactions on Neural Networks, 20(11), 1820-1836.
- . Pattern Recognition, 42(7), 1237-1247.
- . EURASIP Journal on Image and Video Processing, 2009, 1-11.
- . IEEE Transactions on Neural Networks, 20(1), 103-123.
- . IEEE Transactions on Neural Networks, 19(1), 18-39.
- . EURASIP Journal on Advances in Signal Processing, 2008(1).
- . International Journal of Image and Graphics, 05(01), 67-87.
- . IEEE Signal Processing Letters, 11(2), 228-231.
- Tensor-based Multimodal Learning for Prediction of Pulmonary Arterial Wedge Pressure from Cardiac MRI. Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention.
- . IEEE Transactions on Circuits and Systems for Video Technology.
- . Nature Machine Intelligence.
- Interpretable bilinear attention network with domain adaptation improves drug-target prediction. Nature Machine Intelligence.
- . World Scientific Annual Review of Artificial Intelligence.
- .
- Mixed-Order Spectral Clustering for Complex Networks. Pattern Recognition.
- .
Chapters
- , Lecture Notes in Computer Science (pp. 296-306). Springer Nature Switzerland
- , Uncertainty for Safe Utilization of Machine Learning in Medical Imaging (pp. 22-31). Springer Nature Switzerland
- , Machine Learning in Medical Imaging (pp. 265-273). Springer International Publishing
- , Multilinear Subspace Learning (pp. 100-117).
- , Multilinear Subspace Learning (pp. 136-169).
- , Multilinear Subspace Learning (pp. 194-217).
- , Multilinear Subspace Learning (pp. 170-193).
- , Multilinear Subspace Learning (pp. 48-77).
- , Multilinear Subspace Learning (pp. 30-47).
- , Multilinear Subspace Learning (pp. 78-99).
- , Multilinear Subspace Learning (pp. 218-233).
- , Multilinear Subspace Learning (pp. 118-135).
- A review on face and gait recognition: System, data, and algorithms, Advanced Signal Processing: Theory and Implementation for Sonar, Radar, and Non-Invasive Medical Diagnostic Systems, Second Edition (pp. 303-330).
- , Biometrics (pp. 21-45). John Wiley & Sons, Inc.
Conference proceedings papers
- . 2024 International Joint Conference on Neural Networks (IJCNN), Vol. 32 (pp 1-8), 30 June 2024 - 5 July 2024.
- Leveraging LLMs for Post-OCR Correction of Historical Newspapers. 3rd Workshop on Language Technologies for Historical and Ancient Languages, LT4HALA 2024 at LREC-COLING 2024 - Workshop Proceedings (pp 116-121)
- . Abstracts
- . 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 6 December 2022 - 8 December 2022.
- . CIKM '22: Proceedings of the 31st ACM International Conference on Information & Knowledge Management (pp 4274-4278). Atlanta GA USA, 17 October 2022 - 21 October 2022.
- . A105. YOU CAN PREDICT ALL YOU WANT, BUT EVERYONE KNOWS...
- . 2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 9 December 2021 - 12 December 2021.
- . Imaging
- . Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI 2021) (pp 985-988). Virtual conference, 13 April 2021 - 16 April 2021.
- . Pulmonary hypertension
- . Proceedings of the 2017 ACM on Conference on Information and Knowledge Management
- Multilinear Regression for Embedded Feature Selection with Application to fMRI Analysis. Proceedings of the 31st AAAI Conference on Artificial Intelligence (pp 2562-2568)
- Bilinear Probabilistic Canonical Correlation Analysis via Hybrid Concatenations. Proceedings of the 31st AAAI Conference on Artificial Intelligence (pp 2949-2955)
- EcoICA: Skewness-based ICA via Eigenvectors of Cumulant Operator. Proceedings of The 8th Asian Conference on Machine Learning (pp 445-460)
- Proper Inner Product with Mean Displacement for Gaussian Noise Invariant ICA. Proceedings of The 8th Asian Conference on Machine Learning (pp 398-413)
- . 2016 International Joint Conference on Neural Networks (IJCNN). Vancouver, BC, Canada, 24 July 2016 - 29 July 2016.
- Probabilistic rank-one matrix analysis with concurrent regularization. IJCAI International Joint Conference on Artificial Intelligence, Vol. 2016-January (pp 2428-2434)
- (pp 613-620)
- Semi-orthogonal multilinear PCA with relaxed start. IJCAI International Joint Conference on Artificial Intelligence, Vol. 2015-January (pp 3805-3811)
- Learning canonical correlations of paired tensor sets via tensor-to-vector projection. IJCAI International Joint Conference on Artificial Intelligence (pp 1516-1522)
- (pp 288-303)
- . 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 28 August 2012 - 1 September 2012.
- . 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 30 August 2011 - 3 September 2011.
- . Proceedings of the 19th ACM international conference on Information and knowledge management - CIKM '10, 26 October 2010 - 30 October 2010.
- . 2009 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 3 September 2009 - 6 September 2009.
- . 2009 16th International Conference on Digital Signal Processing, 5 July 2009 - 7 July 2009.
- . Proceedings of the 25th international conference on Machine learning - ICML '08, 5 July 2008 - 9 July 2008.
- . 2007 Biometrics Symposium, 11 September 2007 - 13 September 2007.
- . 2007 Biometrics Symposium, 11 September 2007 - 13 September 2007.
- . 2007 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 21 October 2007 - 24 October 2007.
- . 2006 5th IEEE Conference on Sensors, 22 October 2006 - 25 October 2006.
- . 2006 IEEE International Conference on Multimedia and Expo, 9 July 2006 - 9 July 2006.
- . 2006 Biometrics Symposium: Special Session on Research at the Biometric Consortium Conference, 19 September 2006 - 21 August 2006.
- . 18th International Conference on Pattern Recognition (ICPR'06)
- Secure data hiding in binary document images for authentication. Proceedings - IEEE International Symposium on Circuits and Systems, Vol. 3
- Binary image watermarking through biased binarization. 2003 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL III, PROCEEDINGS (pp 101-104)
- . Proceedings of the 2003 International Symposium on Circuits and Systems, 2003. ISCAS '03., Vol. 3 (pp iii-iii)
- Effective and Efficient Fingerprint Image Postprocessing. Proceedings of the 7th International Conference on Control, Automation, Robotics and Vision, ICARCV 2002 (pp 985-989)
- An objective distortion measure for binary document images based on human visual perception. Proceedings - International Conference on Pattern Recognition, Vol. 16(4) (pp 239-242)
- Multi-agent Feature Selection for Integrative Multi-omics Analysis. Multi-agent Feature Selection for Integrative Multi-omics Analysis. Glasgow, Scotland, 11 July 2022 - 15 July 2022.
- . 7th International Conference on Automatic Face and Gesture Recognition (FGR06)
- . 2002 IEEE Workshop on Multimedia Signal Processing.
- Geodesically Smoothed Tensor Features for Pulmonary Hypertension Prognosis using the Heart and Surrounding Tissues. Proceedings of the 23rd International Conference on Medical Image Computing and Computer Assisted Intervention
- A Feature-Importance-Aware and Robust Aggregator for GCN. Journal of the Association for Computing Machinery (ACM)
- Side Information Dependence as a Regularizer for Analyzing Human Brain Conditions across Cognitive Experiments. Proceedings of the 34th AAAI Conference on Artificial Intelligence
- Hierarchical Clustering Split for Low-Bias Evaluation of Drug-Target Interaction Prediction. Hierarchical Clustering Split for Low-Bias Evaluation of Drug-Target Interaction Prediction
- A GNN-based Multi-task Learning Framework for Personalized Video Search. A GNN-based Multi-task Learning Framework for Personalized Video Search, 21 February 2022 - 25 February 2022.
Preprints
- , arXiv.
- Heterogeneous graph attention network improves cancer multiomics integration, arXiv.
- Group-specific discriminant analysis reveals statistically validated sex differences in lateralization of brain functional network.
- , arXiv.
- , arXiv.
- , arXiv.
- , arXiv.
- , Cold Spring Harbor Laboratory.
- , arXiv.
- Uncertainty Estimation for Heatmap-based Landmark Localization.
- , arXiv.
- Neuropsychiatric Disease Classification Using Functional Connectomics -- Results of the Connectomics in NeuroImaging Transfer Learning Challenge, arXiv.
- .
- Grants
-
Research Grants
-
Turing Network Fund, The Alan Turing Institute, 02/2023 - 07/2023, £10,000, as PI
-
Developing a machine learning tool to improve diagnostic and treatment response assessment on cardiac MRI data, Wellcome Trust, 10/2019 - 09/2023, £639,783, as Co-PI
-
Learning Representations of Higher-Order Structures for Networks via Tensor Embedding, Amazon, 04/2019 - 03/2020, £46,923, as PI
-
, EPSRC, 01/2018 - 07/2019, £100,730, as PI
-
Dimensionality Reduction for Learning Correlations between Big Multidimensional Data, HK RGC ECS 22200014, HK$831,737, as PI.
-
Learning Independent Components with Tensor-based Modelling for Big fMRI Data, HK RGC GRF 12200915, HK$695,861, as PI.
-
Relaxation Methods in Principal and Discriminative Component Analysis for Tensor Data, HK RGC GRF 12248616, HK$695,861, as PI.
-
- Professional activities and memberships
-
He serves as an Associate Editor of IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Cognitive and Developmental Systems, and World Scientific Annual Review of Artificial Intelligence.
He leads the development of a course on An Introduction to Transparent Machine Learning, part of the Alan Turing Institute’s online learning courses in responsible AI.