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Dalalyan, Arnak - Publications : By date By domain
   
Statistical learning
[ALT11] Competing against the best nearest neighbor filter in regression
[COLT11b] Tight conditions for consistent variable selection in high dimensional nonparametric regression
[COLT11a] Optimal aggregation of affine estimators
[AIHP11] Second-order asymptotic expansion for a non-synchronous covariation estimator

Image statistics
[BMVC11] Image denoising with patch based PCA: local versus global

Image Segmentation
[JCMA11] Description of random fields by means of one-point finite-conditional distributions

Image Retrieval
[ECCV2010b] Towards Optimal Naive Bayes Nearest Neighbor

Camera calibration
[ECCV2010a] Exploiting Loops in the Graph of Trifocal Tensors for Calibrating a Network of Cameras
[3DPVT10] A global camera network calibration method with Linear Programming
[NIPS09] L1-Penalized Robust Estimation for a Class of Inverse Problems Arising in Multiview Geometry

Sparse recovery
[MLVMA09] Sparse Learning Approach to the Problem of Robust Estimation of Camera Locations
[COLT09b] Sparse Regression Learning by Aggregation and Langevin Monte-Carlo
[ML08a] Aggregation by exponential weighting, sharp oracle inequalities and sparsity

Manifold learning
[JMLR08a] A new algorithm for estimating the effective dimension-reduction subspace