papers
Publications (10)
stat.ML2017
Adaptivity to Noise Parameters in Nonparametric Active Learning
Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe
stat.ML2011
Pruning nearest neighbor cluster trees
Samory Kpotufe, Ulrike von Luxburg
stat.ML2016
Modal-set estimation with an application to clustering
Heinrich Jiang, Samory Kpotufe
cs.LG2018
Quickshift++: Provably Good Initializations for Sample-Based Mean Shift
Heinrich Jiang, Jennifer Jang, Samory Kpotufe
stat.ML2014
Consistent procedures for cluster tree estimation and pruning
Kamalika Chaudhuri, Sanjoy Dasgupta, Samory Kpotufe +1
stat.ML2017
An Adaptive Strategy for Active Learning with Smooth Decision Boundary
Andrea Locatelli, Alexandra Carpentier, Samory Kpotufe
math.ST2017
Achieving the time of $1$-NN, but the accuracy of $k$-NN
Lirong Xue, Samory Kpotufe
stat.ML2011
k-NN Regression Adapts to Local Intrinsic Dimension
Samory Kpotufe
stat.ML2009
Escaping the curse of dimensionality with a tree-based regressor
Samory Kpotufe
cs.LG2014
Consistency of Causal Inference under the Additive Noise Model
Samory Kpotufe, Eleni Sgouritsa, Dominik Janzing +1