Shuo Zhou

Early identification of an impending rockslide location via a spatially-aided Gaussian mixture model

Shuo Zhou, Howard Bondell, Antoinette Tordesillas, Benjamin IP Rubinstein, James Bailey

Journal article  |  2020  |  Annals of Applied Statistics

Movement of soil and rocks in an unstable slope under gravitational forces is an example of a complex system that is highly dynami..

On dynamic tensor decompositions

Shuo Zhou

Thesis / Dissertation  |  2019

Tensors are multi-way arrays that can be used to represent multi-dimensional data such as video clips, time-evolving graphs/networ..

Online CP Decomposition for Sparse Tensors

S Zhou, S Erfani, J Bailey

Conference Proceedings  |  2018  |  2018 IEEE International Conference on Data Mining (ICDM)

© 2018 IEEE. Tensor decomposition techniques such as CANDECOMP/PARAFAC (CP) decomposition have achieved great success across a ran..

Dimensionality-Driven Learning with Noisy Labels

X Ma, Yisen Wang, Michael E Houle, Shuo Zhou, Sarah M Erfani, Shu-tao Xia, Sudanthi Wijewickrema, James Bailey

Conference Proceedings  |  2018  |  35th International Conference on Machine Learning, ICML 2018

Datasets with significant proportions of noisy (incorrect) class labels present challenges for training accurate Deep Neural Netwo..

SCED: A General Framework for Sparse Tensor Decomposition with Constraints and Elementwise Dynamic Learning

Shuo Zhou, Sarah M Erfani, James Bailey

Conference Proceedings  |  2017  |  2017 IEEE International Conference on Data Mining (ICDM)

Providing effective real-time feedback in simulation-based surgical training

X Ma, S Wijewickrema, Y Zhou, S Zhou, S O Leary, J Bailey

Conference Proceedings  |  2017  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

© Springer International Publishing AG 2017. Virtual reality simulation is becoming popular as a training platform in surgical edu..

Adversarial generation of real-time feedback with neural networks for Simulation-based training

X Ma, S Wijewickrema, S Zhou, Y Zhou, Z Mhammedi, S O'Leary, J Bailey

Conference Proceedings  |  2017  |  Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence

Simulation-based training (SBT) is gaining popularity as a low-cost and convenient training technique in a vast range of applicati..

Accelerating online CP decompositions for higher order tensors

S Zhou, NX Vinh, J Bailey, Y Jia, I Davidson

Conference Proceedings  |  2016  |  Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

© 2016 ACM. Tensors are a natural representation for multidimensional data. In recent years, CANDECOMP/PARAFAC (CP) decomposition,..

Can high-order dependencies improve mutual information based feature selection?

Xuan Vinh Nguyen, Shuo Zhou, Jeffrey Chan, James Bailey

Journal article  |  2016  |  Pattern Recognition

Beyond YouTube: Sharing Personal Digital Stories on a Community Display

H Davis, J WAYCOTT, S Zhou

Conference Proceedings  |  2015  |  Proceedings of the Annual Meeting of the Australian Special Interest Group for Computer Human Interaction