Clustering brain signals: a robust approach using functional data ranking

DOI10.1007/s00357-020-09382-1OpenAlexW3102870072MaRDI QIDQ2075715

Ying Sun, Hernando Ombao, Tianbo Chen, Carolina Euán

Publication date: 15 February 2022

Published in: Journal of Classification (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2007.14078

zbMATH Keywords

robustnessspectral analysistime series clusteringfunctional mediancentral region

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30)

Uses Software

• astsa
• Tsclust
• HSMClust

Cites Work

• Wavelets-based clustering of multivariate time series
• The hierarchical spectral merger algorithm: a new time series clustering procedure
• A periodogram-based metric for time series classification
• A simple generalised crossvalidation method of span selection for periodogram smoothing
• Discriminant Analysis of Time Series in the Presence of Within-Group Spectral Variability
• Discrimination and Clustering for Multivariate Time Series
• Automatic Smoothing of the Log Periodogram
• Discriminant and cluster analysis for Gaussian stationary processes: local linear fitting approach
• Evolutionary State-Space Model and Its Application to Time-Frequency Analysis of Local Field Potentials
• On the Concept of Depth for Functional Data
• Tree-Structured Wavelet Estimation in a Mixed Effects Model for Spectra of Replicated Time Series
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