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Pei Liu
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Optimizing survival analysis of XGBoost for ties to predict disease progression of breast cancer
P Liu, B Fu, SX Yang, L Deng, X Zhong, H Zheng
IEEE Transactions on Biomedical Engineering 68 (1), 148-160, 2020
952020
Predicting invasive disease-free survival for early stage breast cancer patients using follow-up clinical data
B Fu, P Liu, J Lin, L Deng, K Hu, H Zheng
IEEE Transactions on Biomedical Engineering 66 (7), 2053-2064, 2018
662018
Multidimensional machine learning personalized prognostic model in an early invasive breast cancer population-based cohort in china: algorithm validation study
X Zhong, T Luo, L Deng, P Liu, K Hu, D Lu, D Zheng, C Luo, Y Xie, J Li, ...
JMIR Medical Informatics 8 (11), e19069, 2020
142020
DSCA: A dual-stream network with cross-attention on whole-slide image pyramids for cancer prognosis
P Liu, B Fu, F Ye, R Yang, L Ji
Expert Systems with Applications 227, 120280, 2023
132023
AdvMIL: Adversarial multiple instance learning for the survival analysis on whole-slide images
P Liu, L Ji, F Ye, B Fu
Medical Image Analysis 91, 103020, 2024
112024
HitBoost: survival analysis via a multi-output gradient boosting decision tree method
P Liu, B Fu, SX Yang
IEEE Access 7, 56785-56795, 2019
102019
Deepgcnmil: Multi-head attention guided multi-instance learning approach for whole-slide images survival analysis using graph convolutional networks
F Wu, P Liu, B Fu, F Ye
Proceedings of the 2022 14th International Conference on Machine Learning …, 2022
62022
Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification
P Liu, L Ji, X Zhang, F Ye
IEEE Transactions on Medical Imaging 43 (5), 1841-1852, 2024
52024
GraphLSurv: A scalable survival prediction network with adaptive and sparse structure learning for histopathological whole-slide images
P Liu, L Ji, F Ye, B Fu
Computer Methods and Programs in Biomedicine 231, 107433, 2023
52023
Protodiv: Prototype-guided division of consistent pseudo-bags for whole-slide image classification
R Yang, P Liu, L Ji
arXiv preprint arXiv:2304.06652, 2023
32023
ProDiv: Prototype-driven consistent pseudo-bag division for whole-slide image classification
R Yang, P Liu, L Ji
Computer Methods and Programs in Biomedicine 249, 108161, 2024
2024
Weakly-Supervised Residual Evidential Learning for Multi-Instance Uncertainty Estimation
P Liu, L Ji
Proceedings of the 41st International Conference on Machine Learning (ICML), 2024
2024
RNN-Based Multiple Instance Learning for the Classification of Histopathology Whole Slide Images
G Ji, P Liu
International Conference on Medical Imaging and Computer-Aided Diagnosis …, 2023
2023
Accurate Prognostic Prediction for Breast Cancer Based on Histopathological Images by Artificial Intelligence
F Ye, B Fu, Y Li, P Liu, H Chen, S Cao, L Zhang, L Zhang, W Yang, Z Tang, ...
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