The State of the Art in Integrating Machine Learning into Visual Analytics
Autor(es) y otros:
Palabra(s) clave:
Information visualization
Data mining
Fecha de publicación:
Editorial:
Wiley
Versión del editor:
Citación:
Resumen:
Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination of machine learning and data visualization is still under-explored. This state-of-the-art report presents a summary of the progress that has been made by highlighting and synthesizing select research advances. Further, it presents opportunities and challenges to enhance the synergy between machine learning and visual analytics for impactful future research directions
Visual analytics systems combine machine learning or other analytic techniques with interactive data visualization to promote sensemaking and analytical reasoning. It is through such techniques that people can make sense of large, complex data. While progress has been made, the tactful combination of machine learning and data visualization is still under-explored. This state-of-the-art report presents a summary of the progress that has been made by highlighting and synthesizing select research advances. Further, it presents opportunities and challenges to enhance the synergy between machine learning and visual analytics for impactful future research directions
ISSN:
DOI:
Patrocinado por:
Publicación realizada en el marco del proyecto DPI2015-69891-C2-2-R, financiado por el Ministerio de Economía y Competitividad (MINECO), Programa Estatal de I+D+i Orientada a los Retos de la Sociedad y por el Fondo Europeo de Desarrollo Regional (FEDER) "Una manera de hacer Europa"
Colecciones
Ficheros en el ítem
![Thumbnail](/dspace/bitstream/handle/10651/43038/Integrating.jpg?sequence=5&isAllowed=y)