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Journal Article
Journal of Multivariate Analysis, ISSN 0047-259X, 02/2014, Volume 124, pp. 42 - 56
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 2013, Volume 31, pp. 659 - 667
Journal Article
Neurocomputing, ISSN 0925-2312, 05/2014, Volume 131, pp. 440 - 452
Partitioning a graph into groups of vertices such that those within each group are more densely connected than vertices assigned to different groups, known as... 
Normalised Laplacian | Spectral graph clustering | Eigen-decomposition | Unsupervised learning | MATRIX | COMMUNITY STRUCTURE | FACE RECOGNITION | NETWORKS | COMPONENT ANALYSIS | ALGORITHMS | NYSTROM METHOD | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Analysis | Algorithms | Networks | Approximation | Eigenvalues | Graphs | Eigenvectors | Spectra | Clustering | Statistics | Machine Learning
Journal Article
Scandinavian Journal of Statistics, ISSN 0303-6898, 03/2017, Volume 44, Issue 1, pp. 97 - 111
Journal Article
Statistics, ISSN 0233-1888, 11/2016, Volume 51, Issue 1, pp. 30 - 42
Journal Article
Journal of Multivariate Analysis, ISSN 0047-259X, 09/2017, Volume 161, pp. 12 - 31
Capturing the dependence structure of multivariate extreme events is a major concern in many fields involving the management of risks stemming from multiple... 
Dimensionality reduction | Multivariate extremes | VC theory | Anomaly detection | OUTLIER DETECTION | EVENTS | NOVELTY DETECTION | TAIL DEPENDENCE FUNCTION | STATISTICS & PROBABILITY | ESTIMATOR | INFERENCE | SPECTRAL MEASURE | DISTRIBUTIONS | INDEX | VALUE STATISTICS | Algorithms | Probability | Mathematics | Statistics | Machine Learning
Journal Article
Scandinavian Journal of Statistics, ISSN 0303-6898, 03/2017, Volume 44, Issue 1, pp. 97 - 111
Journal Article
MACHINE LEARNING, ISSN 0885-6125, 04/2011, Volume 83, Issue 1, pp. 31 - 69
Recursive partitioning methods are among the most popular techniques in machine learning. The purpose of this paper is to investigate how to adapt this... 
TreeRank | Recursive partitioning | Variable importance | Pruning | ROC curve | Splitting rules | Ranking trees | Scoring algorithms | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | AUC | Machinery | Probability | Mathematics | Statistics | Machine Learning
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 2015, Volume 38, pp. 287 - 295
Journal Article
Journal Article
Journal of Nonparametric Statistics, ISSN 1048-5252, 01/2015, Volume 27, Issue 1, p. 107
  Whereas various efficient learning algorithms have been recently proposed to perform bipartite ranking tasks, cast as receiver operating characteristic (ROC)... 
Performance evaluation | Measurement errors | Numerical analysis | Ratings & rankings | Optimization algorithms
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 2015, Volume 40, Issue 2015
Journal Article
Journal of Multivariate Analysis, ISSN 0047-259X, 02/2014, Volume 124, pp. 42 - 56
Many clustering techniques aim at optimizing empirical criteria that are of the form of a U-statistic of degree two. Given a measure of dissimilarity between... 
Cluster analysis | Empirical risk minimization | Fast rates | [formula omitted]-process | Pairwise dissimilarity | Median clustering | Minimax lower bound | U-process | CRITERIA | NUMBER | INEQUALITIES | STATISTICS & PROBABILITY | RANKING | MINIMIZATION | FRAMEWORK | QUANTIZER DESIGN | Probability | Mathematics | Statistics | Machine Learning
Journal Article
Journal of Nonparametric Statistics, ISSN 1048-5252, 01/2016, Volume 28, Issue 1, pp. 152 - 176
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 09/2014, Volume 46, pp. 67 - 74
•We study a nonparametric estimate of the ROC surface.•We introduce several metrics over the ROC space.•We present and analyze a resampling procedure that... 
Asymptotic accuracy | ROC surface | Confidence region | Functional estimation | Bootstrap | Smoothing | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Probability | Mathematics | Statistics | Machine Learning
Journal Article
ESAIM-PROBABILITY AND STATISTICS, ISSN 1292-8100, 06/2019, Volume 23, pp. 310 - 337
Journal Article
ESAIM - Probability and Statistics, ISSN 1292-8100, 2015, Volume 19, pp. 28 - 59
Journal Article
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