Titlebook: Intelligent Data Engineering and Automated Learning – IDEAL 2019; 20th International C Hujun Yin,David Camacho,Richard Allmendinger Confere

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Computational Generalization in Taxonomies Applied to: (1) Analyze Tendencies of Research and (2) Exs the set to its “head subject” node in the higher ranks of the taxonomy tree. The head subject is supposed to “tightly” cover the query set, possibly bringing in some errors referred to as “gaps” and “offshoots”. Our method, ParGenFS, globally minimizes a penalty function combining the numbers of h

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Unsupervised Initialization of Archetypal Analysis and Proportional Membership Fuzzy Clustering with proportional membership (FCPM), with the FurthestSum Archetypal Analysis algorithm (FS-AA). The Anomalous Pattern (AP) initialization algorithm, an algorithm that sequentially extracts clusters one by one in a manner similar to principal component analysis, is shown to outperform the FurthestS

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