Active CoveringInternational Conference on Machine Learning (ICML), 2021 |
MeanShift++: Extremely Fast Mode-Seeking With Applications to
Segmentation and Object TrackingComputer Vision and Pattern Recognition (CVPR), 2021 |
The sample complexity of level set approximationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2020 |
Faster DBSCAN via subsampled similarity queriesNeural Information Processing Systems (NeurIPS), 2020 |
Asymptotics of Lower Dimensional Zero-Density RegionsStatistics (Berlin) (SB), 2020 |
Deep k-NN for Noisy LabelsInternational Conference on Machine Learning (ICML), 2020 |
Scores for Multivariate Distributions and Level SetsOperational Research (OR), 2020 |
Rate of convergence for geometric inference based on the empirical
Christoffel functionE S A I M: Probability & Statistics (ESAIM-PS), 2019 |
Topological AutoencodersInternational Conference on Machine Learning (ICML), 2019 |
DBSCAN: Optimal Rates For Density Based ClusteringJournal of machine learning research (JMLR), 2017 |
Consistent procedures for cluster tree estimation and pruningIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2014 |
Cluster Trees on ManifoldsNeural Information Processing Systems (NeurIPS), 2013 |
Optimal rates for first-order stochastic convex optimization under
Tsybakov noise conditionInternational Conference on Machine Learning (ICML), 2012 Aaditya Ramdas Aarti Singh |
Learning Low-Density SeparatorsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2008 |