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.

Foundation Models for Time Series: A Survey

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Apr 05, 2025
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Dynamics and Computational Principles of Echo State Networks: A Mathematical Perspective

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Apr 16, 2025
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Exploring the Effectiveness and Interpretability of Texts in LLM-based Time Series Models

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Apr 09, 2025
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Interval-Valued Time Series Classification Using $D_K$-Distance

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Apr 07, 2025
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An Analysis of Temporal Dropout in Earth Observation Time Series for Regression Tasks

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Apr 09, 2025
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TSP-OCS: A Time-Series Prediction for Optimal Camera Selection in Multi-Viewpoint Surgical Video Analysis

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Apr 09, 2025
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Adaptive Classification of Interval-Valued Time Series

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Apr 04, 2025
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Forecasting from Clinical Textual Time Series: Adaptations of the Encoder and Decoder Language Model Families

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Apr 14, 2025
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Entropic Analysis of Time Series through Kernel Density Estimation

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Mar 24, 2025
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Ethereum Price Prediction Employing Large Language Models for Short-term and Few-shot Forecasting

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Mar 29, 2025
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