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Automatic change-point detection in time series via deep learning

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References

2012Optimal Detection of Changepoints With a Linear Computational Cost2,578 cited
2019Selective review of offline change point detection methods1,361 cited
2014Wild binary segmentation for multiple change-point detection721 cited
1987Tests for a Change-Point225 cited
2017High Dimensional Change Point Estimation via Sparse Projection224 cited
2013Inference for single and multiple change‐points in time series148 cited
2017A MOSUM procedure for the estimation of multiple random change points144 cited
2015Computationally Efficient Changepoint Detection for a Range of Penalties115 cited
2021Change Point Detection in Time Series Data Using Autoencoders With a Time-Invariant Representation85 cited
2018Detecting Changes in Slope With an L0 Penalty70 cited
2009Change point detection with multivariate control charts by artificial neural network57 cited
2022Real-time Change-Point Detection: A deep neural network-based adaptive approach for detecting changes in multivariate time series data51 cited

Cited by

2025Change-point detection with deep learning: A review22 cited

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