Pantoja, Andrés D. Y Rosas N, Yesid Y Salazar C, José (2015) Interactive interface for efficient data visualization via a geometric approach. In: 2015 20th Symposium on Signal Processing, Images and Computer Vision (STSIVA), 2-4 Septiembre 2015, Bogotá, Colombia.
Full text not available from this repository.Resumen
Dimensionality reduction (DR) methods represent a suitable alternative to visualizing data. Nonetheless, most of them still lack the properties of interactivity and controllability. In this work, we propose a data visualization interface that allows for user interaction within an interactive framework. Specifically, our interface is based on a mathematic geometric model, which combines DR methods through a weighted sum. Interactivity is provided in the sense that weighting factors are given by the user via the selection of points inside a geometric surface. Then, (even non-expert) users can intuitively either select a concrete DR method or carry out a mixture of methods. Experimental results are obtained using artificial and real datasets, demonstrating the usability and applicability of our interface in DR-based data visualization.
Tipo de Elemento: | Conferencia o Taller artículo (Paper) |
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Asunto: | Q Ciencias > QA Mathematics > QA75 Electronic computers. Computer science T Tecnología > TK Electrical engineering. Electronics Nuclear engineering |
Division: | Facultad de Ingeniería > Programa de Ingeniería Electrónica > Productividad |
Depósito de Usuario: | Andres Pantoja |
Fecha Deposito: | 13 Sep 2018 13:34 |
Ultima Modificación: | 13 Sep 2018 13:34 |
URI: | http://sired.udenar.edu.co/id/eprint/4797 |
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