Identification of cell-type-specific marker genes from co-expression patterns in tissue samples.
Bioinform., 2021
Gradient-based Sparse Principal Component Analysis with Extensions to Online Learning.
CoRR, 2019
Learning with Differential Privacy: Stability, Learnability and the Sufficiency and Necessity of ERM Principle.
J. Mach. Learn. Res., 2016
A Minimax Theory for Adaptive Data Analysis.
CoRR, 2016
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels.
CoRR, 2016
On-Average KL-Privacy and Its Equivalence to Generalization for Max-Entropy Mechanisms.
Proceedings of the Privacy in Statistical Databases, 2016
A conformal prediction approach to explore functional data.
Ann. Math. Artif. Intell., 2015
Fantope Projection and Selection: A near-optimal convex relaxation of sparse PCA.
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013
Minimax Rates of Estimation for Sparse PCA in High Dimensions.
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, 2012
Distribution Free Prediction Bands
CoRR, 2012
Efficient Nonparametric Conformal Prediction Regions
CoRR, 2011