On the Consistency of Quick Shift[PDF] [BibTeX] [Supplemental] [Reviews]
Conference Event Type: Poster
Quick Shift is a popular mode-seeking and clustering algorithm. We present finite sample statistical consistency guarantees for Quick Shift on mode and cluster recovery under mild distributional assumptions. We then apply our results to construct a consistent modal regression algorithm.