Sanjoy Dasgupta, Samory Kpotufe. Nearest Neighbor Classification and Search.
Invited Chapter in Beyond Worst-Case Analysis, Cambridge University Press, 2019, edited by Tim Roughgarden.
[ pdf ]
Tin Nguyen, Samory Kpotufe. PAC-Bayes Tree: weighted subtrees with guarantees Neural Information Processing Systems (NeurIPS) 2018.
[ pdf ]
Lirong Xue, Samory Kpotufe. Achieving the time of 1-NN, but the accuracy of k-NN.
Artificial Intelligence and Statistics (AISTATS) 2018.
[ arXiv ]
Samory Kpotufe, Nakul Verma. Time-Accuracy Tradeoffs in Kernel Prediction: Controlling Prediction Quality.
Journal of Machine Learning Research (JMLR) 2017.
[ pdf ]
Samory Kpotufe, Abdeslam Boularias, Thomas Schultz, Kyoungok Kim. Gradients Weights improve Regression and Classification.
Journal Of Machine Learning Research (JMLR) 2016.
[ pdf ]
Shubhendu Trivedi, Jialei Wang, Samory Kpotufe, Gregory Shakhnarovich. A Consistent Estimator of the Expected Gradient Outerproduct.
Uncertainty in Artificial Intelligence (UAI) 2014.
[ pdf ]
Samory Kpotufe, Vikas K. Garg. Adaptivity to Local Smoothness and Dimension in Kernel Regression.
Neural Information Processing Sytems (NeurIPS) 2013.
[ pdf ]
Samory Kpotufe, Francesco Orabona. Regression-tree Tuning in a Streaming Setting.
Neural Information Processing Sytems (NeurIPS) 2013. Selected for Spotlight (one of 52/1420 submissions).
[ pdf ]
Samory Kpotufe, Abdeslam Boularias. Gradient weights help nonparametric regressors.
Neural Information Processing Sytems (NeurIPS) 2012. Selected for Plenary Presentation (one of 20/1467 submissions).
[ pdf ]
Samory Kpotufe. k-NN Regression adapts to local intrinsic dimension.
Neural Information Processing Sytems (NeurIPS) 2011. Selected for Plenary Presentation (one of 20/1400 submissions). [ pdf ]
Samory Kpotufe, Sanjoy Dasgupta. A tree-based regressor that adapts to intrinsic dimension. Invited to Special Issue of the Journal of Computer and Systems Sciences (JCSS) 2011. [ pdf ]
Samory Kpotufe. The curse of dimension in nonparametric regression.
UCSD, Phd Dissertation 2010. [ pdf ]
Samory Kpotufe. Escaping the curse of dimensionality with a tree-based regressor.
Conference on Learning Theory (COLT) 2009. Mark Fulk Best Student Paper. [ pdf | slides ]
Samory Kpotufe. Fast, smooth and adaptive regression in metric spaces.
Neural Information Processing Sytems (NeurIPS) 2009. [ pdf ]