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08/24/2023
Match-And-Deform: Time Series Domain Adaptation through Optimal Transport and Temporal Alignment
While large volumes of unlabeled data are usually available, associated ...
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03/17/2022
Generalized Classification of Satellite Image Time Series with Thermal Positional Encoding
Large-scale crop type classification is a task at the core of remote sen...
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11/04/2021
TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift Estimation
The recent developments of deep learning models that capture the complex...
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02/20/2021
Elastic Similarity Measures for Multivariate Time Series Classification
Elastic similarity measures are a class of similarity measures specifica...
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05/25/2020
A Bayesian-inspired, deep learning, semi-supervised domain adaptation technique for land cover mapping
Land cover maps are a vital input variable to many types of environmenta...
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09/11/2019
InceptionTime: Finding AlexNet for Time Series Classification
Time series classification (TSC) is the area of machine learning interes...
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09/11/2019
DreamTime: Finding AlexNet for Time Series Classification
Time series classification (TSC) is the area of machine learning interes...
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06/25/2019
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification
Time Series Classification (TSC) has seen enormous progress over the las...
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11/26/2018
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series
New remote sensing sensors acquire now high spatial and spectral Satelli...
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08/31/2018