Time Series Analysis


Time series analysis comprises statistical methods for analyzing a sequence of data points collected over an interval of time to identify interesting patterns and trends.

Minimal Time Series Transformer

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Mar 12, 2025
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TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation

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Mar 10, 2025
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Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain

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Mar 12, 2025
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Graphint: Graph-based Time Series Clustering Visualisation Tool

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Mar 10, 2025
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A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph

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Mar 10, 2025
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MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting

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Mar 11, 2025
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Enhancing Time Series Forecasting via Logic-Inspired Regularization

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Mar 10, 2025
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Data Foundations for Large Scale Multimodal Clinical Foundation Models

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Mar 09, 2025
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GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images

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Mar 08, 2025
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MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification

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Mar 07, 2025
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