The curse(s) of dimensionality

Principal component analysis

Jake Lever, Martin Krzywinski, Naomi Altman · Nature Methods · 2017 · 1.4K citations

Natural Sciences, Biostatistics, Data Analytics +5

A survey on unsupervised outlier detection in high‐dimensional numerical data

Arthur Zimek, Erich Schubert, Hans‐Peter Kriegel · Statistical Analysis and Data Mining The ASA Data Science Journal · 2012 · 856 citations

Computing, Computer Science, Data Analytics +11

Model selection and overfitting

Jake Lever, Martin Krzywinski, Naomi Altman · Nature Methods · 2016 · 700 citations

Computing, Biostatistics, Machine Learning +11

Multiple linear regression

Martin Krzywinski, Naomi Altman · Nature Methods · 2015 · 163 citations · Full text

Natural Sciences, Biostatistics, Statistical Modeling +8

Comparing samples—part II

Martin Krzywinski, Naomi Altman · Nature Methods · 2014 · 85 citations · Full text