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.

CLaP -- State Detection from Time Series

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Apr 02, 2025
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DiTEC-WDN: A Large-Scale Dataset of Water Distribution Network Scenarios under Diverse Hydraulic Conditions

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Mar 21, 2025
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Temporal Analysis of NetFlow Datasets for Network Intrusion Detection Systems

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Mar 06, 2025
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ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting

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Feb 24, 2025
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LLM-Assisted Proactive Threat Intelligence for Automated Reasoning

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Apr 01, 2025
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Persistent Homology-induced Graph Ensembles for Time Series Regressions

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Mar 19, 2025
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Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms

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Mar 25, 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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Can Multimodal LLMs Perform Time Series Anomaly Detection?

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Feb 25, 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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