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Tommy Liu
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Explainable discovery of disease biomarkers: The case of ovarian cancer to illustrate the best practice in machine learning and Shapley analysis
W Huang, H Suominen, T Liu, G Rice, C Salomon, AS Barnard
Journal of Biomedical Informatics 141, 104365, 2023
142023
Fast derivation of Shapley based feature importances through feature extraction methods for nanoinformatics
T Liu, AS Barnard
Machine Learning: Science and Technology 2 (3), 035034, 2021
132021
Using restart heuristics to improve agent performance in angry birds
T Liu, J Renz, P Zhang, M Stephenson
2019 IEEE Conference on Games (CoG), 1-8, 2019
42019
The emergent role of explainable artificial intelligence in the materials sciences
T Liu, AS Barnard
Perspective, 2023
22023
Shapley based residual decomposition for instance analysis
T Liu, AS Barnard
International Conference on Machine Learning, 21375-21387, 2023
22023
Understanding the importance of individual samples and their effects on materials data using explainable artificial intelligence
T Liu, ZY Tho, AS Barnard
Digital Discovery 3 (2), 422-435, 2024
12024
Dimension Reduction and Data Augmentation Methods for the Physical Sciences
T Liu
The Australian National University, 2021
12021
Using Evolutionary Algorithms for Hyperparameter Tuning and Network Reduction Techniques to Classify Core Porosity Classes Based on Petrographical Descriptions
T Liu, J Plested
International Conference on Neural Information Processing, 750-757, 2019
12019
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