Conference Proceedings

STORM - A Novel Information Fusion and Cluster Interpretation Technique

Jan Feyereisl, Uwe Aickelin, E Corchado (ed.), H Yin (ed.)

INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING, PROCEEDINGS | SPRINGER-VERLAG BERLIN | Published : 2009

Abstract

Analysis of data without labels is commonly subject to scrutiny by unsupervised machine learning techniques. Such techniques provide more meaningful representations, useful for better understanding of a problem at hand, than by looking only at the data itself. Although abundant expert knowledge exists in many areas where unlabelled data is examined, such knowledge is rarely incorporated into automatic analysis. Incorporation of expert knowledge is frequently a matter of combining multiple data sources from disparate hypothetical spaces. In cases where such spaces belong to different data types, this task becomes even more challenging. In this paper we present a novel immune-inspired method t..

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University of Melbourne Researchers