1.2k citations · 1.3k across the 2 of their papers we have counts for
2 papers
cs.LG2013★ 51 cited
Deterministic Initialization of the K-Means Algorithm Using Hierarchical Clustering
M. Emre Celebi, Hassan A. Kingravi
K-means is undoubtedly the most widely used partitional clustering algorithm. Unfortunately, due to its gradient descent nature, this algorithm is highly sensitive to the initial p…
cs.LG2012★ 1.2k cited
A Comparative Study of Efficient Initialization Methods for the K-Means Clustering Algorithm
M. Emre Celebi, Hassan A. Kingravi, Patricio A. Vela
K-means is undoubtedly the most widely used partitional clustering algorithm. Unfortunately, due to its gradient descent nature, this algorithm is highly sensitive to the initial p…