Data Clustering with a Neuro-immune Network

2005 ◽  
pp. 1279-1288 ◽  
Author(s):  
Helder Knidel ◽  
Leandro Nunes de Castro ◽  
Fernando J. Von Zuben
Keyword(s):  
Data Clustering ◽  
Immune Network

An Immune Network for Contextual Text Data Clustering

2006 ◽  
pp. 432-445 ◽  
Author(s):  
Krzysztof Ciesielski ◽  
Sławomir T. Wierzchoń ◽  
Mieczysław A. Kłopotek
Keyword(s):  
Data Clustering ◽  
Immune Network ◽  
Text Data

Conceptual and Practical Aspects of the aiNet Family of Algorithms

2012 ◽  
pp. 1-38
Author(s):  
Fabrício O. de França ◽  
Guilherme P. Coelho ◽  
Pablo A.D. Castro ◽  
Fernando J. Von Zuben
Keyword(s):  
Data Clustering ◽  
Critical Analysis ◽  
Immune Network ◽  
Artificial Immune ◽  
Artificial Immune Network ◽  
Specific Theme

In this paper, a review of the conceptual and practical aspects of the aiNet (Artificial Immune Network) family of algorithms will be provided. This family of algorithms started with the aiNet algorithm, proposed in 2002 for data clustering and, since then, several variations have been developed for data clustering, biclustering and optimization in general. Although the algorithms will be positioned with respect to other pertinent approaches from the literature, the emphasis of this paper will be on the formalization and critical analysis of the set of contributions produced along almost one decade of research in this specific theme, together with the provision of insights for further extensions.

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