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Probabilistic archetypal analysis [PDF]

open access: yesMachine Learning, 2016
Archetypal analysis represents a set of observations as convex combinations of pure patterns, or archetypes. The original geometric formulation of finding archetypes by approximating the convex hull of the observations assumes them to be real valued ...
Seth, Sohan, Eugster, Manuel J.A.
core   +9 more sources

Archetypal analysis of “Cinderella” [PDF]

open access: yesSHS Web of Conferences, 2021
Psychologists often use the name of the protagonist of the fairy tale “Cinderella”, which is famous thanks to the brothers Grimm and Charles Perrault, for a sacrificial girl prone to dissociation, illusions, and waiting for a prince.
Victor O. Pigulevskiy   +3 more
core   +3 more sources

Archetypal Analysis for population genetics

open access: yesPLOS Computational Biology, 2022
The estimation of genetic clusters using genomic data has application from genome-wide association studies (GWAS) to demographic history to polygenic risk scores (PRS) and is expected to play an important role in the analyses of increasingly diverse ...
Ioannidis, Alexander G.   +4 more
core   +6 more sources

Weighted and Robust Archetypal Analysis [PDF]

open access: yesComputational Statistics & Data Analysis, 2010
Archetypal analysis represents observations in a multivariate data set as convex combinations of a few extremal points lying on the boundary of the convex hull.
Eugster, Manuel J. A., Leisch, Friedrich
core   +6 more sources

Archetypal Analysis for Nominal Observations [PDF]

open access: yesIEEE Transactions on Pattern Analysis and Machine Intelligence, 2015
Archetypal analysis is a popular exploratory tool that explains a set of observations as compositions of few ‘pure’ patterns. The standard formulation of archetypal analysis addresses this problem for real valued observations by finding the approximate ...
Seth, Sohan, Eugster, Manuel
core   +8 more sources

A Configurational Approach to Leadership Behavior Through Archetypal Analysis

open access: yesFrontiers in Psychology, 2023
The behavioral approach to leadership, which has introduced leadership styles, has been of great importance to the leadership field. Despite its importance, scholars have recently argued and demonstrated that these styles have various conceptual ...
Janka I Stoker   +2 more
exaly   +3 more sources

Validation of archetypal analysis [PDF]

open access: yes2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2017
We use an information-theoretic criterion to assess the goodness-of-fit of the output of archetypal analysis (AA), also intended as a fuzzy clustering tool. It is an adaptation of an existing AIC-like measure to the specifics of AA.
Abdul Suleman, Suleman, A.
core   +5 more sources

From Spider-man to Hero - archetypal analysis in R [PDF]

open access: yesJournal of Statistical Software, 2009
Archetypal analysis has the aim to represent observations in a multivariate data set as convex combinations of extremal points. This approach was introduced by Cutler and Breiman (1994); they defined the concrete problem, laid out the theoretical ...
Manuel Eugster (20199036)   +1 more
core   +4 more sources

Archetypal Analysis and DEA Model, Their Application on Financial Data and Visualization With PHATE

open access: yesEntropy, 2022
One of the goals of macroeconomic analysis is to rank and segment enterprises described by many financial indicators. The segmentation can be used for investment strategies or risk evaluation. The aim of this research was to distinguish groups of similar
Marek Karwanski
exaly   +3 more sources

Archetypal Analysis++ [Elektronisk resurs] : Rethinking the Initialization Strategy

open access: yesCoRR, 2023
Archetypal analysis is a matrix factorization method with convexity constraints. Due to local minima, a good initialization is essential, but frequently used initialization methods yield either sub-optimal starting points or are prone to get stuck in ...
Mair, Sebastian,, Sjölund, Jens,
core   +5 more sources

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