97 citations · 110 across the 3 of their papers we have counts for
4 papers
VARCLUST: clustering variables using dimensionality reduction
Piotr Sobczyk, Stanislaw Wilczynski, Malgorzata Bogdan +5
VARCLUST algorithm is proposed for clustering variables under the assumption that variables in a given cluster are linear combinations of a small number of hidden latent variables,…
The Landscape of R Packages for Automated Exploratory Data Analysis
Mateusz Staniak, Przemyslaw Biecek
The increasing availability of large but noisy data sets with a large number of heterogeneous variables leads to the increasing interest in the automation of common tasks for data…
Fluctuations of extremal Markov chains driven by the Kendall convolution
Barbara Jasiulis-Gołdyn, Edward Omey, Mateusz Staniak
The paper deals with fluctuations of Kendall random walks, which are extremal Markov chains and iterated integral transforms with the Williamson kernel $Ψ(t) = \left(1-|t|^α\right)…
Explanations of model predictions with live and breakDown packages
Mateusz Staniak, Przemyslaw Biecek
Complex models are commonly used in predictive modeling. In this paper we present R packages that can be used to explain predictions from complex black box models and attribute par…