Supervised multidimensional scaling for visualization, classification, and bipartite ranking

DOI10.1016/j.csda.2010.07.001zbMath1246.62158OpenAlexW2031448663MaRDI QIDQ452683

Daniela M. Witten, Robert Tibshirani

Publication date: 15 September 2012

Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.csda.2010.07.001

zbMATH Keywords

classificationrankingunsupervised learningmajorizationmultidimensional scalingunidimensional scaling

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) One- and multidimensional scaling in the social and behavioral sciences (91C15)

Related Items (5)

A statistical approach to set classification by feature selection with applications to classification of histopathology images ⋮ A regularized graph layout framework for dynamic network visualization ⋮ Cluster Optimized Proximity Scaling ⋮ Wavelet multidimensional scaling analysis of European economic sentiment indicators ⋮ Supervised t-Distributed Stochastic Neighbor Embedding for Data Visualization and Classification

Uses Software

• ElemStatLearn
• superMDS

Cites Work

• The analysis of proximities: Multidimensional scaling with an unknown distance function: I, II
• Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis
• 10.1162/1532443041827916
• L 1-Regularization Path Algorithm for Generalized Linear Models
• Metrics and models for handwritten character recognition
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item

This page was built for publication: Supervised multidimensional scaling for visualization, classification, and bipartite ranking