GLC-Frame: a framework and library for exploration of multidimensional data with general line coordinates

General Line Coordinates (GLC) are a relatively new set of line-based representations for visualizing multidimensional data with the distinctive characteristics of being reversible and lossless. Given these characteristics, the GLC have a high potential for exploratory multidimensional data analysis...

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Autores principales: Luque, Leandro, Antonini, Antonella, Ganuza, María Luján, Castro, Silvia Mabel
Formato: Articulo
Lenguaje:Inglés
Publicado: 2024
Materias:
Ciencias Informáticas
Visual Analysis,
General Line Coordinates,
Interactions in General Line Coordinates,
Visualization of Multidimensional Data
Análisis Visual
General Line Coordinates
Interacciones en General Line Coordinates
Visualización de Datos Multidimensionales
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/166755
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-166755
record_format dspace
spelling I19-R120-10915-1667552024-06-05T20:04:36Z http://sedici.unlp.edu.ar/handle/10915/166755 GLC-Frame: a framework and library for exploration of multidimensional data with general line coordinates GLC-Frame: un framework y librería para la exploración de datos multidimensionales con coordenadas generales de línea Luque, Leandro Antonini, Antonella Ganuza, María Luján Castro, Silvia Mabel 2024-04 2024-06-05T13:06:42Z en Ciencias Informáticas Visual Analysis, General Line Coordinates, Interactions in General Line Coordinates, Visualization of Multidimensional Data Análisis Visual General Line Coordinates Interacciones en General Line Coordinates Visualización de Datos Multidimensionales General Line Coordinates (GLC) are a relatively new set of line-based representations for visualizing multidimensional data with the distinctive characteristics of being reversible and lossless. Given these characteristics, the GLC have a high potential for exploratory multidimensional data analysis, however only implementations of specific GLC techniques are available for the visualization community. In this paper, we present the GLC-Frame, an online exploration tool that supports a dual view and allows users to upload their own dataset and interactively explore the different GLC representations without writing code. We also present the GLC-Vis Library, an open-source data visualization library supporting GLC along with traditional interactions. Finally, we provide a set of usage examples showing how the different techniques behave in both the occlusion and the cluster identification problem. In addition, we present the interactions on GLC representations using the cars dataset. Both the GLC- Frame and the GLC- Vis Library provide an exploration space that will allow the visualization community to use these new techniques and evaluate their potential. Las Coordenadas Generales de Línea (GLC) son una serie de representaciones visuales basadas en líneas relativamente nuevas para visualizar datos multidimensionales con las características distintivas de ser reversibles y sin pérdidas. Dadas estas características, las GLC tiene un alto potencial para el análisis exploratorio de datos multidimensionales, sin embargo, solo existen implementaciones específicas de algunas de las técnicas de GLC disponibles para la comunidad de visualización. En este artículo, presentamos GLC- Frame, una herramienta de exploración en línea que admite una vista dual y permite a los usuarios cargar su propio conjunto de datos y explorar interactivamente las diferentes representaciones de GLC sin necesidad de escribir código. También presentamos GLC-Vis Library, una biblioteca de visualización de datos de código abierto que admite las representaciones GLC junto con interacciones tradicionales. Finalmente, proporcionamos un conjunto de ejemplos de uso que muestran cómo se comportan las diferentes técnicas tanto en el problema de la oclusión como en la identificación de clusters. Además, presentamos las interacciones en las representaciones de GLC utilizando un conjunto de datos conocido de automóviles. Tanto GLC-Frame como GLC-Vis Library proporcionan un espacio de exploración que permitirá a la comunidad de visualización utilizar estas nuevas técnicas y evaluar su potencial. Facultad de Informática Articulo Articulo http://creativecommons.org/licenses/by-nc-sa/4.0/ Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) application/pdf 14-28
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Visual Analysis,
General Line Coordinates,
Interactions in General Line Coordinates,
Visualization of Multidimensional Data
Análisis Visual
General Line Coordinates
Interacciones en General Line Coordinates
Visualización de Datos Multidimensionales
spellingShingle Ciencias Informáticas
Visual Analysis,
General Line Coordinates,
Interactions in General Line Coordinates,
Visualization of Multidimensional Data
Análisis Visual
General Line Coordinates
Interacciones en General Line Coordinates
Visualización de Datos Multidimensionales
Luque, Leandro
Antonini, Antonella
Ganuza, María Luján
Castro, Silvia Mabel
GLC-Frame: a framework and library for exploration of multidimensional data with general line coordinates
topic_facet Ciencias Informáticas
Visual Analysis,
General Line Coordinates,
Interactions in General Line Coordinates,
Visualization of Multidimensional Data
Análisis Visual
General Line Coordinates
Interacciones en General Line Coordinates
Visualización de Datos Multidimensionales
description General Line Coordinates (GLC) are a relatively new set of line-based representations for visualizing multidimensional data with the distinctive characteristics of being reversible and lossless. Given these characteristics, the GLC have a high potential for exploratory multidimensional data analysis, however only implementations of specific GLC techniques are available for the visualization community. In this paper, we present the GLC-Frame, an online exploration tool that supports a dual view and allows users to upload their own dataset and interactively explore the different GLC representations without writing code. We also present the GLC-Vis Library, an open-source data visualization library supporting GLC along with traditional interactions. Finally, we provide a set of usage examples showing how the different techniques behave in both the occlusion and the cluster identification problem. In addition, we present the interactions on GLC representations using the cars dataset. Both the GLC- Frame and the GLC- Vis Library provide an exploration space that will allow the visualization community to use these new techniques and evaluate their potential.
format Articulo
Articulo
author Luque, Leandro
Antonini, Antonella
Ganuza, María Luján
Castro, Silvia Mabel
author_facet Luque, Leandro
Antonini, Antonella
Ganuza, María Luján
Castro, Silvia Mabel
author_sort Luque, Leandro
title GLC-Frame: a framework and library for exploration of multidimensional data with general line coordinates
title_short GLC-Frame: a framework and library for exploration of multidimensional data with general line coordinates
title_full GLC-Frame: a framework and library for exploration of multidimensional data with general line coordinates
title_fullStr GLC-Frame: a framework and library for exploration of multidimensional data with general line coordinates
title_full_unstemmed GLC-Frame: a framework and library for exploration of multidimensional data with general line coordinates
title_sort glc-frame: a framework and library for exploration of multidimensional data with general line coordinates
publishDate 2024
url http://sedici.unlp.edu.ar/handle/10915/166755
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