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.

GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images

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Mar 08, 2025
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The global convergence time of stochastic gradient descent in non-convex landscapes: Sharp estimates via large deviations

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Mar 20, 2025
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Class-Dependent Perturbation Effects in Evaluating Time Series Attributions

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Feb 24, 2025
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Survival Analysis with Machine Learning for Predicting Li-ion Battery Remaining Useful Life

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Mar 21, 2025
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Integrating Dynamical Systems Modeling with Spatiotemporal scRNA-seq Data Analysis

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Mar 14, 2025
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BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling

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Mar 05, 2025
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Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency

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Mar 18, 2025
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Time-varying Factor Augmented Vector Autoregression with Grouped Sparse Autoencoder

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Mar 06, 2025
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SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

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Mar 24, 2025
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TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting

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Mar 07, 2025
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