Discriminant analysis of multivariate time series: application to diagnosis based on ECG signals

DOI10.1016/j.csda.2013.09.006zbMath1471.62130OpenAlexW2038136548MaRDI QIDQ1615213

Elizabeth Ann Maharaj, Andrés M. Alonso

Publication date: 2 November 2018

Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.csda.2013.09.006

zbMATH Keywords

discriminant analysisECG signalswavelet correlationswavelet variances

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Time series, auto-correlation, regression, etc. in statistics (GARCH) (62M10) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Applications of statistics to biology and medical sciences; meta analysis (62P10)

Related Items (8)

Wavelet testing for a replicate-effect within an ordered multiple-trial experiment ⋮ Classification of multiple time signals using localized frequency characteristics applied to industrial process monitoring ⋮ Classification tree methods for panel data using wavelet-transformed time series ⋮ The bootstrap for testing the equality of two multivariate time series with an application to financial markets ⋮ Matrix-based vs. vector-based linear discriminant analysis: a comparison of regularized variants on multivariate time series data ⋮ The hierarchical spectral merger algorithm: a new time series clustering procedure ⋮ Discrimination Measures for Fractional Integrated Models Based on Wavelets ⋮ Wavelet-based fuzzy clustering of interval time series

Uses Software

• Matlab
• R
• LabVIEW
• SLEX
• astsa
• PhysioToolkit
• OSET
• wmtsa
• WMTSA

Cites Work

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• Time-frequency clustering and discriminant analysis.
• A bias correction for the minimum error rate in cross-validation
• Discrimination and Clustering for Multivariate Time Series
• Wavelet scale analysisof bivariate time series ii:statistical properties for linear processes
• Statistical Properties and Uses of the Wavelet Variance Estimator for the Scale Analysis of Time Series
• Empirical Bayes Estimates for Large-Scale Prediction Problems
• Discrimination and Classification of Nonstationary Time Series Using the SLEX Model
• Topics in Applied Multivariate Analysis

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