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Classifiers and other statistics-based machine learning (ML) techniques generalize, or learn, based on various statistical properties of the training data.
Kullback-leibler divergence
R. L. Solomon Kullback · 1951
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The influence curve and its role in robust estimation
F. R. Hampel · 1974
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https://en.wikipedia.org/wiki/Interquartile_range#Outliers
J. Tukey · 1977
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The distance between two random vectors with given dispersion matrices
I. Olkin and F. Pukelsheim · 1982
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How to Detect and Handle Outliers
B. Iglewicz and D. Hoaglin · 1993
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A density-based algorithm for discovering clusters a density-based algorithm for discovering clusters in large spatial databases with noise
M. Ester, H.-P. Kriegel, J. Sander, and X. Xu · 1996
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Mnist digits data set, 1999
M. N. I. of Standards and Technology · 1999
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Estimating the support of a high-dimensional distribution
B. Schölkopf, J. C. Platt, J. C. Shawe-Taylor, A. J. Smola, and R. C. Williamson · 2001
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Bayesian networks for discrete multivariate data: an algebraic approach to inference
J. Smith and J. Croft · 2003
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Cifar10 images data set, 2009
C. I. F. A. Research · 2009
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A kernel two-sample test
A. Gretton, K. M. Borgwardt, M. J. Rasch, B. Schölkopf, and A. Smola · 2012
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Two nonparametric control charts for detecting arbitrary distribution changes
G. J. Ross and N. M. Adams · 2012
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Deep symmetry networks
R. Gens and P. M. Domingos · 2014
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Symmetry-based semantic parsing
C. Kiddon and P. Domingos · 2015
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Parametric and nonparametric sequential change detection in R: The cpm package
G. J. Ross · 2015
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What’s your ml test score? a rubric for ml production systems
E. Breck, S. Cai, E. Nielsen, M. Salib, and D. Sculley · 2016
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Kaggle lending club loan data, 2016
W. Kan · 2016
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Attacking machine learning with adversarial examples
I. Goodfellow · 2017
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On calibration of modern neural networks, 2017
C. Guo, G. Pleiss, Y. Sun, and K. Q. Weinberger · 2017
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Machine learning: The high interest credit card of technical debt
D. Sculley, G. Holt, D. Golovin, E. Davydov, T. Phillips, D. Ebner, V. Chaudhary, and M. Young · 2014
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M. Zinkevich · 2018
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