UP2ME: Univariate Pre-training to Multivariate Fine-tuning as a General-purpose Framework for Multivariate Time Series Analysis

Yunhao Zhang; Minghao Liu; Shengyang Zhou; Junchi Yan

2024 ICML ICML 2024

UP2ME: Univariate Pre-training to Multivariate Fine-tuning as a General-purpose Framework for Multivariate Time Series Analysis

Abstract

No abstract available. No abstract was captured for this paper when its proceedings were scraped - most often an older edition published without one online. How the corpus is built.

Authors

Yunhao Zhang, Minghao Liu, Shengyang Zhou, Junchi Yan

Topics

Machine Learning > Core Methods > Representation Learning Deep Learning > Techniques > Pretraining Machine Learning > Learning Types > Transfer Learning

Keywords

self-supervised learning masked autoencoder dependency graph mask reconstruction multivariate fine-tuning univariate pre-training

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