hange Point Detection with Copula Entropy based Two-Sample Test
hange Point Detection with Copula Entropy based Two-Sample Test
hange point detection is a typical task that aim to find changes in time series and can be tackled with two-sample test. Copula Entropy is a mathematical concept for measuring statistical independence and a two-sample test based on it was introduced recently. In this paper we propose a nonparametric multivariate method for multiple change point detection with the copula entropy-based two-sample test. The single change point detection is first proposed as a group of two-sample tests on every points of time series data and the change point is considered as with the maximum of the test statistics. The multiple change point detection is then proposed by combining the single change point detection method with binary segmentation strategy. We verified the effectiveness of our method and compared it with the other similar methods on the simulated univariate and multivariate data and the Nile data.
hange point detection is a typical task that aim to find changes in time series and can be tackled with two-sample test. Copula Entropy is a mathematical concept for measuring statistical independence and a two-sample test based on it was introduced recently. In this paper we propose a nonparametric multivariate method for multiple change point detection with the copula entropy-based two-sample test. The single change point detection is first proposed as a group of two-sample tests on every points of time series data and the change point is considered as with the maximum of the test statistics. The multiple change point detection is then proposed by combining the single change point detection method with binary segmentation strategy. We verified the effectiveness of our method and compared it with the other similar methods on the simulated univariate and multivariate data and the Nile data.
计算技术、计算机技术自动化基础理论
hange Point DetectionCopula EntropyTwo-Sample TestNon-Parametric Method
hange Point DetectionCopula EntropyTwo-Sample TestNon-Parametric Method
.hange Point Detection with Copula Entropy based Two-Sample Test[EB/OL].(2024-03-01)[2025-07-16].https://chinaxiv.org/abs/202403.00099.点此复制
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