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2011
IEEE

A GPU-based interactive bio-inspired visual clustering

8 years 10 months ago
A GPU-based interactive bio-inspired visual clustering
Abstract—In this work, we present an interactive visual clustering approach for the exploration and analysis of vast volumes of data. The proposed approach is based on a bio-inspired collective behavioral model used in a 3D graphics environment. The paper illustrates an extension of the behavioral model for clustering and a parallel implementation using Compute Unified Device Architecture to exploit the computational power of Graphics Processor Unit. The advantage of this approach is that, as the data enters in the environment, the user is directly involved in the data mining process. Our performance experiments illustrate the effectiveness and efficiency provided by our approach over a number of real and synthetic data sets.
Ugo Erra, Bernardino Frola, Vittorio Scarano
Added 18 Aug 2011
Updated 18 Aug 2011
Type Journal
Year 2011
Where CIDM
Authors Ugo Erra, Bernardino Frola, Vittorio Scarano
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