Yao-Yi Chiang
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126
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ML×1AI×1Info Theory×1
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2026
Estimating Mutual Information between Time Series and Temporal Event Sequences Across Diverse Analysis Tasks
The paper proposes a novel nonparametric mutual information estimator to robustly quantify dependence between heterogeneous temporal data, specifically continuous time series and discrete event sequences.
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cs.LGcs.AIcs.ITRecentJun 1, 2026
Estimating Mutual Information between Time Series and Temporal Event Sequences Across Diverse Analysis Tasks
Haoji Hu, Huaqing Mao, Yijun Lin, Xiaowei Jia +3 more
The paper proposes a novel nonparametric mutual information estimator to robustly quantify dependence between heterogeneous temporal data, specifically continuous time series and discrete event sequen…
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