IEEE - Institute of Electrical and Electronics Engineers, Inc. - Cartification: A Neighborhood Preserving Transformation for Mining High Dimensional Data

2013 IEEE 13th International Conference on Data Mining (ICDM 2013)

Author(s): Emin Aksehirli ; Bart Goethals ; Emmanuel Muller ; Jilles Vreeken
Sponsor(s): Toshiba
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 December 2013
Conference Location: Dallas, TX, USA
Conference Date: 7 December 2013
Page(s): 937 - 942
ISBN (Electronic): 978-0-7695-5108-1
ISSN (Paper): 1550-4786
DOI: 10.1109/ICDM.2013.146
Regular:

The analysis of high dimensional data comes with many intrinsic challenges. In particular, cluster structures become increasingly hard to detect when the data includes dimensions irrelevant to the... View More

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