Twitter's Anomaly Detection in Pure Python
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Updated
Mar 31, 2023 - Python
Twitter's Anomaly Detection in Pure Python
Easier CUSUM control charts. Returns simple CUSUM statistics, CUSUMs with control limit calculations, and function to generate faceted CUSUM Control Charts
Fast Online Changepoint Detection via Functional Pruning CUSUM statistics
Social Networks Monitoring
Quickest Change Detection for Unnormalized Statistical Models
CUSUM is the cumulative sum of the samples and CUMEAN is the cumulative sum of the updated samples with their mean. CUSUM and CUMEAN can detect relatively small changes in a process mean. They can be more useful in the time series dataset.
A Python library to address the Change Detection problem using the CUSUM and CPM methods, implemented with NumPy and SciPy. The CPM implementation closely matches the R version, providing a solid alternative for Python users.
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