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Vitor Cerqueira

Forecasting with Deep Learning: Beyond Average of Average of Average Performance

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Jun 24, 2024
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Meta-learning and Data Augmentation for Stress Testing Forecasting Models

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Jun 24, 2024
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Lag Selection for Univariate Time Series Forecasting using Deep Learning: An Empirical Study

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May 18, 2024
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Time Series Data Augmentation as an Imbalanced Learning Problem

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Apr 29, 2024
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On-the-fly Data Augmentation for Forecasting with Deep Learning

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Apr 25, 2024
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Multi-output Ensembles for Multi-step Forecasting

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Jun 26, 2023
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Exceedance Probability Forecasting via Regression for Significant Wave Height Forecasting

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Jun 20, 2022
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Automated Imbalanced Classification via Layered Learning

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May 05, 2022
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AutoFITS: Automatic Feature Engineering for Irregular Time Series

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Dec 29, 2021
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Model Compression for Dynamic Forecast Combination

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Apr 05, 2021
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