Robust Estimation

Statistical estimation methods that are insensitive to outliers in the data. In robotics, sensor measurements frequently contain outliers (spurious LiDAR reflections, incorrect feature matches). Robust estimators (RANSAC, M-estimators like Huber or Cauchy, the Graduated Non-Convexity method) downweight or exclude outliers from state estimation.