Interactive data visualization using dimensionality reduction and dissimilarity-based representations. Peña-Unigarro, D., F., Rosero-Montalvo, P., Revelo-Fuelagán, E., J., Castro-Silva, J., A., Alvarado-Pérez, J., C., Therón, R., Ortega-Bustamante, C., M., & Peluffo-Ordóñez, D., H. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), volume 10585 LNCS, pages 461-469, 2017. doi abstract bibtex This work describes a new model for interactive data visualization followed from a dimensionality-reduction (DR)-based approach. Particularly, the mixture of the resulting spaces of DR methods is considered, which is carried out by a weighted sum. For the sake of user interaction, corresponding weighting factors are given via an intuitive color-based interface. Also, to depict the DR outcomes while showing information about the input high-dimensional data space, the low-dimensional representations reached by the mixture is conveyed using scatter plots enhanced with an interactive data-driven visualization. In this connection, a constrained dissimilarity approach define the graph to be drawn on the scatter plot.
@inproceedings{
title = {Interactive data visualization using dimensionality reduction and dissimilarity-based representations},
type = {inproceedings},
year = {2017},
keywords = {Data visualization,Dimensionality reduction,Pairwise dissimilarity},
pages = {461-469},
volume = {10585 LNCS},
id = {cd1b98be-df89-3ece-b719-a53299d2f53d},
created = {2018-04-17T02:36:14.219Z},
file_attached = {false},
profile_id = {f01ceea9-1014-347a-b89d-aa69782ea2ee},
last_modified = {2021-10-05T13:36:21.152Z},
read = {false},
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abstract = {This work describes a new model for interactive data visualization followed from a dimensionality-reduction (DR)-based approach. Particularly, the mixture of the resulting spaces of DR methods is considered, which is carried out by a weighted sum. For the sake of user interaction, corresponding weighting factors are given via an intuitive color-based interface. Also, to depict the DR outcomes while showing information about the input high-dimensional data space, the low-dimensional representations reached by the mixture is conveyed using scatter plots enhanced with an interactive data-driven visualization. In this connection, a constrained dissimilarity approach define the graph to be drawn on the scatter plot.},
bibtype = {inproceedings},
author = {Peña-Unigarro, D. F. and Rosero-Montalvo, P. and Revelo-Fuelagán, E. J. and Castro-Silva, J. A. and Alvarado-Pérez, J. C. and Therón, R. and Ortega-Bustamante, C. M. and Peluffo-Ordóñez, D. H.},
doi = {10.1007/978-3-319-68935-7_50},
booktitle = {Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)}
}
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