Complexity regularization via localized random penalties
PDF) Theory of Classification: A Survey of Some Recent Advances
PDF) Introduction to Concentration Inequalities
PDF) Uniform Hanson-Wright type concentration inequalities for unbounded entries via the entropy method
Localization methods with applications to robust learning and interpolation
PDF) High-dimensional Location Estimation via Norm Concentration for Subgamma Vectors
CV Gábor Lugosi - Universitat Pompeu Fabra
Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning
Bibliography - Random Matrix Methods for Machine Learning
PDF) Efron-Stein Inequalities for Random Matrices
Advanced Pattern Recognition Technologies With Applications To Bio Metrics | PDF | Principal Component Analysis | Biometrics
PDF) Concentration Inequalities and some applications to Statistical Learning Theory Contents | Peadar Coyle - Academia.edu
PDF) On concentration of self-bounding functions
PDF) Concentration inequalities and empirical processes theory applied to the analysis of learning algorithms
From high-dimensional & mean-field dynamics to dimensionless ODEs: A unifying approach to SGD in two-layers networks
Effective resistance of random trees
PDF) A non asymptotic walk in probability and statistics
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Bibliography - Machine Learning Fundamentals
Fat Tails STATISTICAL CONSEQUENCES OF FAT TAILS PDF | PDF | Normal Distribution | Statistics
PDF) Oracle inequalities for multi-fold cross validation | Mark Van Der Laan - Academia.edu
Concentration and compression over infinite alphabets, mixing times of random walks on random graphs
CV Gábor Lugosi - Universitat Pompeu Fabra
Fairness Trade-Offs and Partial Debiasing
