Now that we have entered Part IV of this book, it is time to introduce an important topic in anomaly detection: time series anomaly detection. Just as with Parts II and III, we will break up time series analysis based on the number of features: first, we will deal with single-series time series anomaly detection; then, after we have a model in place for single-series time series anomaly detection, we will deal with the multi-series case.
This chapter will start by providing the basis behind single-series time series analysis. ...