Essays on asymptotics of outlier detection algorithms with applications to economics

<p>In this thesis, we study a “heuristic approach” that are frequently used for outlier robustness analysis in either the classical or instrumental variables regression. In applied economics, it is a frequent concern whether a tiny set of atypical observations may have invalidated the key empi...