IEEE - Institute of Electrical and Electronics Engineers, Inc. - Monitoring the shape of weather, soundscapes, and dynamical systems: a new statistic for dimension-driven data analysis on large datasets

2018 IEEE International Conference on Big Data (Big Data)

Author(s): Henry Kvinge ; Elin Farnell ; Michael Kirby ; Chris Peterson
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 December 2018
Conference Location: Seattle, WA, USA, USA
Conference Date: 10 December 2018
Page(s): 1,045 - 1,051
ISBN (Electronic): 978-1-5386-5035-6
ISBN (USB): 978-1-5386-5034-9
DOI: 10.1109/BigData.2018.8622365
Regular:

Dimensionality-reduction methods are a fundamental tool in the analysis of large datasets. These algorithms work on the assumption that the "intrinsic dimension" of the data is generally... View More

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