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Interactive interface for efficient data visualization via a geometric approach

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.

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URL Oficial: https://ieeexplore.ieee.org/document/7330397/

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)
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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