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07/03/2023
MADS: Modulated Auto-Decoding SIREN for time series imputation
Time series imputation remains a significant challenge across many field...
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06/12/2023
Deep Gaussian Mixture Ensembles
This work introduces a novel probabilistic deep learning technique calle...
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08/11/2022
HyperTime: Implicit Neural Representation for Time Series
Implicit neural representations (INRs) have recently emerged as a powerf...
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02/16/2021
Adaptive Weighting Scheme for Automatic Time-Series Data Augmentation
Data augmentation methods have been shown to be a fundamental technique ...
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10/28/2020
Evaluating data augmentation for financial time series classification
Data augmentation methods in combination with deep neural networks have ...
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02/28/2019