DocumentCode
3069189
Title
An Interactive Bio-inspired Approach to Clustering and Visualizing Datasets
Author
Erra, Ugo ; Frola, Bernardino ; Scarano, Vittorio
Author_Institution
Dipt. di Mat. e Inf., Univ. della Basilicata, Potenza, Italy
fYear
2011
fDate
13-15 July 2011
Firstpage
440
Lastpage
447
Abstract
In this work, we present an interactive visual clustering approach for the exploration and analysis of datasets using the computational power of Graphics Processor Units (GPUs). The visualization is based on a collective behavioral model that enables cognitive amplification of information visualization. In this way, the workload of understanding the representation of information moves from the cognitive to the perceptual system. The results enable a more intuitive, interactive approach to the discovery of knowledge. The paper illustrates this behavioral model for clustering data, and applies it to the visualization of a number of real and synthetic datasets.
Keywords
behavioural sciences computing; computer graphic equipment; coprocessors; data visualisation; pattern clustering; GPU; clustering data sets; cognitive amplification; graphics processor units; information visualization; interactive bioinspired approach; interactive visual clustering approach; synthetic datasets; visualizing datasets; Clustering algorithms; Computational modeling; Data visualization; Force; Graphics processing unit; Mice; Three dimensional displays; GPU; behavioral model; highdimensional datasets; visual clustering;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Visualisation (IV), 2011 15th International Conference on
Conference_Location
London
ISSN
1550-6037
Print_ISBN
978-1-4577-0868-8
Type
conf
DOI
10.1109/IV.2011.16
Filename
6004080
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