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
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;
Conference_Titel :
Information Visualisation (IV), 2011 15th International Conference on
Conference_Location :
London
Print_ISBN :
978-1-4577-0868-8