Improved data visualisation through nonlinear dissimilarity modelling

作者:

Highlights:

• Elastic MDS is extended to learn observation dissimilarities from a dictionary.

• The dictionary of dissimilarities is nonlinearly combined with an RBF network.

• Four standard datasets show the improvement over standard Elastic MDS.

摘要

•Elastic MDS is extended to learn observation dissimilarities from a dictionary.•The dictionary of dissimilarities is nonlinearly combined with an RBF network.•Four standard datasets show the improvement over standard Elastic MDS.

论文关键词:Dissimilarity,Visualisation,Multidimensional scaling,RBF network

论文评审过程:Received 17 March 2017, Revised 29 May 2017, Accepted 17 July 2017, Available online 2 August 2017, Version of Record 18 September 2017.

论文官网地址:https://doi.org/10.1016/j.patcog.2017.07.016