Placeholder chapter page. Sections are produced by the book-skills pipeline.
Sections
- 12.1 Point, contextual, and collective anomalies
- 12.2 Statistical process control
- 12.3 Residuals and thresholds
- 12.4 Change-point detection (CUSUM, BOCPD)
- 12.5 Isolation Forest, LOF, one-class SVM
- 12.6 Evaluation without complete labels (and the point-adjust trap)
- 12.7 Alert fatigue and threshold economics
Lab 12
build a telemetry anomaly detector; analyze precision-recall under different alert budgets and a leakage-safe protocol.