1. A survey of methods for time series change point detection
2. Vineeth Balasubramanian , Shen-Shyang Ho , and Vladimir Vovk . 2014. Conformal Prediction for Reliable Machine Learning: Theory, Adaptations and Applications 1 st ed.). Morgan Kaufmann Publishers Inc ., San Francisco, CA, USA. Vineeth Balasubramanian, Shen-Shyang Ho, and Vladimir Vovk. 2014. Conformal Prediction for Reliable Machine Learning: Theory, Adaptations and Applications 1st ed.). Morgan Kaufmann Publishers Inc., San Francisco, CA, USA.
3. Michèle Basseville and Igor V . Nikiforov . 1993 . Detection of Abrupt Changes: Theory and Application. Prentice-Hall , Inc., USA. Michèle Basseville and Igor V. Nikiforov. 1993. Detection of Abrupt Changes: Theory and Application. Prentice-Hall, Inc., USA.
4. Wei-Cheng Chang , Chun-Liang Li , Yiming Yang , and Barnabás Póczos . 2019 . Kernel change-point detection with auxiliary deep generative models . International Conference on Learning Representations (ICLR). Wei-Cheng Chang, Chun-Liang Li, Yiming Yang, and Barnabás Póczos. 2019. Kernel change-point detection with auxiliary deep generative models. International Conference on Learning Representations (ICLR).
5. Sourav Chatterjee. ICML 2021 Time Series Workshop. Changepoint Detection using Self Supervised Variational AutoEncoders. Sourav Chatterjee. ICML 2021 Time Series Workshop. Changepoint Detection using Self Supervised Variational AutoEncoders.