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05/05/2023
Is dataset condensation a silver bullet for healthcare data sharing?
Safeguarding personal information is paramount for healthcare data shari...
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05/05/2023
Data Encoding For Healthcare Data Democratisation and Information Leakage Prevention
The lack of data democratization and information leakage from trained mo...
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05/05/2023
All models are local: time to replace external validation with recurrent local validation
External validation is often recommended to ensure the generalizability ...
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10/19/2022
Adversarial De-confounding in Individualised Treatment Effects Estimation
Observational studies have recently received significant attention from ...
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08/05/2022
COPER: Continuous Patient State Perceiver
In electronic health records (EHRs), irregular time-series (ITS) occur n...
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03/26/2019
Multiscale CNN based Deep Metric Learning for Bioacoustic Classification: Overcoming Training Data Scarcity Using Dynamic Triplet Loss
This paper proposes multiscale convolutional neural network (CNN)-based ...
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02/26/2019
Directional Embedding Based Semi-supervised Framework For Bird Vocalization Segmentation
This paper proposes a data-efficient, semi-supervised, two-pass framewor...
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02/07/2019