Making Archetypal Analysis Practical

By Christian Bauckhage, Christian Thurau. 2009

78 citations recorded by the source corpus.

Subfields: Computer Vision and Pattern Recognition, Signal Processing

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Computer Vision and Pattern Recognition

In Signal Processing

Citations in the corpus

Prototypal Analysis and Prototypal Regression (2017, background): “This extra computational cost can be handled efficiently, as several studies have shown (Bauckhage and Thurau, 2009; Mørup and Hansen, 2012; Chen et al., 2014).”
Performance Profiles based on Archetypal Athletes (2012, methodology): “This statistical method was first introduced by Cutler and Breiman (1994) and has found applications in different areas, e.g., in economics (Li et al., 2003; Porzio et al., 2008), astrophysics (Chan et al., 2003) and pattern recognition (Bauckhage and Thurau, 2009).”
Action recognition by learning discriminative key poses (2011, methodology): “Also, we are currently invoking clustering methods based on archetypal analysis [2] that are designed to yield more distinctive key poses during training.”
Kernel Archetypal Analysis for Clustering Web Search Frequency Time Series (2014, background): “Yet, in a complexity analysis, Bauckhage and Thurau [3] show that runtime crucially depends on initial conditions.”
Archetypal analysis for machine learning (2010, methodology): “In Bauckhage and Thurau [1] it was suggested to identify these candidates point by outlying data points found through projections of the eigenvectors of the covariance matrix of X.”
The Architecture of Dynamic Capability Research Identifying the Building Blocks of a Configurational Approach (2016, unknown): “One approach is archetypal analysis (Cutler & Breiman, 1994), which operationalizes any structure as a mixture of pure structures and has a robustness that makes it superior to classical clustering techniques (Bauckhage & Thurau, 2009).”
Guns and guardians: Comparative cluster analysis and behavioral profiling in destiny (2016, unknown): “The lack of similarity amongst either the centroidbased models or the extrema-based models, as well as the moderate similarity between Archetype Analysis and kmeans , were contrary to our expectations.”