Feature Representation and Similarity Measure Based on Covariance Sequence for Multivariate Time Series

The high dimension of multivariate time series (MTS) is one of the major factors that impact on the efficiency and effectiveness of data mining. It has two kinds of dimensions, time-based dimensionality, and variable-based dimensionality. They often cause most of the algorithms and techniques applie...
Ausführliche Beschreibung

Gespeichert in:
Autor*in:

Hailin Li [verfasserIn]

Chunpei Lin [verfasserIn]

Xiaoji Wan [verfasserIn]

Zhengxin Li [verfasserIn]

Format:

E-Artikel

Sprache:

Englisch

Erschienen:

2019

Schlagwörter:

Multivariate time series

covariance matrix

principal component analysis

data mining

Übergeordnetes Werk:

In: IEEE Access - IEEE, 2014, 7(2019), Seite 67018-67026

Übergeordnetes Werk:

volume:7 ; year:2019 ; pages:67018-67026

Links:

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Journal toc

DOI / URN:

10.1109/ACCESS.2019.2915602

Katalog-ID:

DOAJ068530692

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