Qinghua Tao

Dynamical Systems, Signal Processing and Data Analytics (STADIUS), Leuven (Arenberg)

Kasteelpark Arenberg 10 - box 2446

3001 Leuven

KU Leuven map

room: 00.B58


Curriculum Vitae

 

 

Recent publications

  • launch Tao, Q., Tonin, F., Patrinos, P., Suykens, J. (2024). Tensor-based multi-view spectral clustering via shared latent space. Information Fusion, 108, Art.No. 102405. doi: 10.1016/j.inffus.2024.102405
  • launch Zeng, X., Tao, Q., Suykens, J. (2024). Feature Learning using Multi-view Kernel Partial Least Squares. In: Proceedings of ESANN 2024. Presented at the ESANN 2024, Brugge, Belgium, 09 Oct 2024-11 Oct 2024.
  • launch Chen, Y., Tao, Q., Tonin, F., Suykens, J. (2024). Self-Attention through Kernel-Eigen Pair Sparse Variational Gaussian Processes. In: Proc. of ICML 2024. Presented at the 2024 Internatinal Conference on Machine Learning, Wenen, Oostenrijk, 21 Jul 2024-27 Jul 2024. openaccessvia repository
  • launch Tao, Q., Tonin, F., Lambert, A., Chen, Y., Patrinos, P., Suykens, J. (2024). Learning in Feature Spaces via Coupled Covariances : Asymmetric Kernel SVD and Nystrom method. In: Proc. of ICML. Presented at the 2024 International Conference on Machine Learning, Wenen, Oostenrijk, 21 Jul 2024-27 Jul 2024.
  • launch Suykens, J., Tao, Q., Xi, X., Xu, J. (2024). Sparsity via Sparse Group hBcmax regularization. In: Proc. of ACC 2024. Presented at the American Control Conference 2024, Toronto, Canada, 08 Jul 2024-12 Jul 2024.
  • launch Tonin, F., Tao, Q., Patrinos, P., Suykens, J. (2024). Deep kernel principal component analysis for multi-level feature learning. Neural Networks, 170, 578-595. doi: 10.1016/j.neunet.2023.11.045 openaccessvia repository
  • launch Liu, J., Tao, Q., Zhu, C., Liu, Y., Suykens, J. (2023). Tensorized LSSVMs for Multitask Regression. In: Proceedings of ICASSP 2023. Presented at the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes Island, Greece, 04 Jun 2023-10 Jun 2023. ISBN: 978-1-7281-6327-7. doi: 10.1109/ICASSP49357.2023.10094580
  • launch Chen, Y., Shen, X., Liu, Y., Tao, Q., Suykens, J. (2023). Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer. Pattern Recognition Letters, 166, 53-60. doi: 10.1016/j.patrec.2022.12.023 openaccessvia repository
  • launch Tao, Q., Xu, J., Li, Z., Xie, N., Wang, S., Li, X., Suykens, J. (2022). Towards Deep Adaptive Hinging Hyperplanes. Ieee Transactions On Neural Networks And Learning Systems, 33 (11), 6373-6387. doi: 10.1109/TNNLS.2021.3079113 openaccessvia repository
  • launch Tao, Q., Li, Z., Xu, J., Lin, S., De Schutter, B., Suykens, J. (2022). Short-Term Traffic Flow Prediction Based on the Efficient Hinging Hyperplanes Neural Network. Ieee Transactions On Intelligent Transportation Systems. doi: 10.1109/TITS.2022.3142728 openaccessvia repository

Recent publications

  • launch Tao, Q., Tonin, F., Patrinos, P., Suykens, J. (2024). Tensor-based multi-view spectral clustering via shared latent space. Information Fusion, 108, Art.No. 102405. doi: 10.1016/j.inffus.2024.102405
  • launch Zeng, X., Tao, Q., Suykens, J. (2024). Feature Learning using Multi-view Kernel Partial Least Squares. In: Proceedings of ESANN 2024. Presented at the ESANN 2024, Brugge, Belgium, 09 Oct 2024-11 Oct 2024.
  • launch Chen, Y., Tao, Q., Tonin, F., Suykens, J. (2024). Self-Attention through Kernel-Eigen Pair Sparse Variational Gaussian Processes. In: Proc. of ICML 2024. Presented at the 2024 Internatinal Conference on Machine Learning, Wenen, Oostenrijk, 21 Jul 2024-27 Jul 2024. openaccessvia repository
  • launch Tao, Q., Tonin, F., Lambert, A., Chen, Y., Patrinos, P., Suykens, J. (2024). Learning in Feature Spaces via Coupled Covariances : Asymmetric Kernel SVD and Nystrom method. In: Proc. of ICML. Presented at the 2024 International Conference on Machine Learning, Wenen, Oostenrijk, 21 Jul 2024-27 Jul 2024.
  • launch Suykens, J., Tao, Q., Xi, X., Xu, J. (2024). Sparsity via Sparse Group hBcmax regularization. In: Proc. of ACC 2024. Presented at the American Control Conference 2024, Toronto, Canada, 08 Jul 2024-12 Jul 2024.
  • launch Tonin, F., Tao, Q., Patrinos, P., Suykens, J. (2024). Deep kernel principal component analysis for multi-level feature learning. Neural Networks, 170, 578-595. doi: 10.1016/j.neunet.2023.11.045 openaccessvia repository
  • launch Liu, J., Tao, Q., Zhu, C., Liu, Y., Suykens, J. (2023). Tensorized LSSVMs for Multitask Regression. In: Proceedings of ICASSP 2023. Presented at the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes Island, Greece, 04 Jun 2023-10 Jun 2023. ISBN: 978-1-7281-6327-7. doi: 10.1109/ICASSP49357.2023.10094580
  • launch Chen, Y., Shen, X., Liu, Y., Tao, Q., Suykens, J. (2023). Jigsaw-ViT: Learning Jigsaw Puzzles in Vision Transformer. Pattern Recognition Letters, 166, 53-60. doi: 10.1016/j.patrec.2022.12.023 openaccessvia repository
  • launch Tao, Q., Xu, J., Li, Z., Xie, N., Wang, S., Li, X., Suykens, J. (2022). Towards Deep Adaptive Hinging Hyperplanes. Ieee Transactions On Neural Networks And Learning Systems, 33 (11), 6373-6387. doi: 10.1109/TNNLS.2021.3079113 openaccessvia repository
  • launch Tao, Q., Li, Z., Xu, J., Lin, S., De Schutter, B., Suykens, J. (2022). Short-Term Traffic Flow Prediction Based on the Efficient Hinging Hyperplanes Neural Network. Ieee Transactions On Intelligent Transportation Systems. doi: 10.1109/TITS.2022.3142728 openaccessvia repository