An Immune Network for Contextual Text Data Clustering [chapter]

Krzysztof Ciesielski, Sławomir T. Wierzchoń, Mieczysław A. Kłopotek
2006 Lecture Notes in Computer Science  
We present a novel approach to incremental document maps creation, which relies upon partition of a given collection of documents into a hierarchy of homogeneous groups of documents represented by different sets of terms. Further each group (defining in fact separate context) is explored by a modified version of the aiNet immune algorithm to extract its inner structure. The immune cells produced by the algorithm become reference vectors used in preparation of the final document map. Such an
more » ... oach proves to be robust in terms of time and space requirements as well as the quality of the resulting clustering model.
doi:10.1007/11823940_33 fatcat:6qzlahrkyffzrioxttt7fg4ycm