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Wiley Interdisciplinary Reviews:
Computational Statistics
Volume 10 Issue 4 (July/August 2018)
Page 0 - 0

Overviews

A review of quadratic discriminant analysis for high‐dimensional data
Published Online: May 17 2018
DOI: 10.1002/wics.1434
High‐dimensional QDA.
Abstract Full article on Wiley Online Library:   HTML | PDF
Estimation and testing for separable variance–covariance structures
Published Online: Mar 24 2018
DOI: 10.1002/wics.1432
Contour map drawn from a two‐dimensional (2‐D) array of sums of squares and cross products supposed to represent an estimated, nonseparable variance–covariance matrix.
Abstract Full article on Wiley Online Library:   HTML | PDF

Advanced Review

Modal regression using kernel density estimation: A review
Published Online: Feb 14 2018
DOI: 10.1002/wics.1431
90% prediction regions constructed from unimodal regression (pink area in the left panel) and multimodal regression (light blue area in the right panel). Clearly, the prediction region is much smaller in the multimodal regression than in unimodal regression because multimodal regression detects all components whereas unimodal regression discovers only the main component.
Abstract Full article on Wiley Online Library:   HTML | PDF

Focus Articles

In defense of Pratt's variable importance axioms: A response to Gromping
Published Online: Mar 25 2018
DOI: 10.1002/wics.1433
What is the most important predictor? Easy to assess if predictors are unrelated (left). Not so easy to assess if predictors are related (right).
Abstract Full article on Wiley Online Library:   HTML | PDF
Constructing support vector machines with missing data
Published Online: Mar 25 2018
DOI: 10.1002/wics.1430
A proposed framework for constructing SVMs when the training set includes observations with complete predictor information (filled circles) and observations with incomplete predictor information (empty circles).
Abstract Full article on Wiley Online Library:   HTML | PDF

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