Dimensionality reduction for interactive data visualization via a Geo-Desic approach. Salazar-Castro, J., A., Pena-Unigarro, D., Peluffo-Ordonez, D., H., Rosero-Montalvo, P., D., Dominguez-Limaico, H., M., Alvarado-Perez, J., C., & Theron, R. In 2016 IEEE Latin American Conference on Computational Intelligence (LA-CCI), pages 1-6, 11, 2016. IEEE. Website doi abstract bibtex This work presents a dimensionality reduction (DR) framework that enables users to perform either the selection or mixture of DR methods by means of an interactive model, here named Geo-Desic approach. Such a model consists of linear combination of kernel-based representations of DR methods, wherein the corresponding coefficients are related to coordinated latitude and longitude inside of the world map. By incorporating the Geo-Desic approach within an interface, the combination may be made easily and intuitively by users -even non-expert ones- fulfilling their criteria and needs, by just picking up points from the map. Experimental results demonstrates the usability and ability of DR methods representation of proposed approach.
@inproceedings{
title = {Dimensionality reduction for interactive data visualization via a Geo-Desic approach},
type = {inproceedings},
year = {2016},
keywords = {controllability,data information,data visualization,dimensionality reduction,intelligible data,interaction,interface},
pages = {1-6},
websites = {http://ieeexplore.ieee.org/document/7885740/},
month = {11},
publisher = {IEEE},
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created = {2022-01-26T03:00:44.809Z},
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last_modified = {2022-01-26T03:00:44.809Z},
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hidden = {false},
citation_key = {Salazar-Castro2016},
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abstract = {This work presents a dimensionality reduction (DR) framework that enables users to perform either the selection or mixture of DR methods by means of an interactive model, here named Geo-Desic approach. Such a model consists of linear combination of kernel-based representations of DR methods, wherein the corresponding coefficients are related to coordinated latitude and longitude inside of the world map. By incorporating the Geo-Desic approach within an interface, the combination may be made easily and intuitively by users -even non-expert ones- fulfilling their criteria and needs, by just picking up points from the map. Experimental results demonstrates the usability and ability of DR methods representation of proposed approach.},
bibtype = {inproceedings},
author = {Salazar-Castro, Jose A. and Pena-Unigarro, Diego and Peluffo-Ordonez, Diego H. and Rosero-Montalvo, Paul D. and Dominguez-Limaico, H. Mauricio and Alvarado-Perez, Juan C. and Theron, Roberto},
doi = {10.1109/LA-CCI.2016.7885740},
booktitle = {2016 IEEE Latin American Conference on Computational Intelligence (LA-CCI)}
}
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