On the Consistency of Quick Shift
arXiv:1710.10646
Abstract
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.
arXiv commentProceedings of 31st Conference on Neural Information Processing Systems (NIPS 2017)