Method | Key characteristics | |||
---|---|---|---|---|
Type of detection method | Types of outliers | Input parameters | Advantages | |
Static BIV (sBIV) | Standardized | Measurements | Fixed cut-offs | Simple |
Modified BIV (mBIV) | Empirical | Measurements | Fixed cut-offs | Time consensus, simple |
Single-model outlier measurement detection (SMOM) | Statistical based | Measurements | Semi-dynamica, based on the dataset | Population adjusted |
Multi-model outlier measurement detection (MMOM) | Statistical and clustering based | Measurements | Semi-dynamic, based on the dataset | Group-adjusted |
Clustering-based outlier trajectory (COT) | Clustering based | Trajectory | Dynamic, based on data size | Population adjusted |
Multi-model outlier trajectory (MMOT) | Statistical and clustering based | Trajectory | Semi-dynamic, based on the dataset | Group-adjusted |