Robust fuzzy clustering of multivariate time trajectories

DOI10.1016/j.ijar.2018.05.002zbMath1453.62540OpenAlexW2801297541MaRDI QIDQ1648775

Riccardo Massari, Livia De Giovanni, Pierpaolo D'Urso

Publication date: 27 June 2018

Published in: International Journal of Approximate Reasoning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ijar.2018.05.002

zbMATH Keywords

dynamic time warpingpartitioning around medoidsrobust fuzzy clusteringcross-sectional and longitudinal clusteringexponential distanceoutlier time trajectory

Mathematics Subject Classification ID

Time series, auto-correlation, regression, etc. in statistics (GARCH) (62M10) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Applications of statistics to environmental and related topics (62P12) Statistics of extreme values; tail inference (62G32) Multivariate analysis and fuzziness (62H86)

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Uses Software

• ggplot2
• dtw
• KmL
• ggmap
• ggtern
• clusfind
• DBA

Cites Work

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• ggmap
• A fuzzy clustering model for multivariate spatial time series
• Wavelet-based fuzzy clustering of time series
• A proposal for robust curve clustering
• Wavelets-based clustering of multivariate time series
• Noise fuzzy clustering of time series by autoregressive metric
• Fuzzy clustering of time series in the frequency domain
• A global averaging method for dynamic time warping, with applications to clustering
• A clustering procedure for exploratory mining of vector time series
• Three-way fuzzy clustering models for LR fuzzy time trajectories
• Fuzzy unsupervised classification of multivariate time trajectories with the Shannon entropy regularization
• A comment on ``Alternative c-means clustering algorithms.
• Model-based clustering for multivariate functional data
• Fuzzy clustering of time series using extremes
• Panel data analysis: a survey on model-based clustering of time series
• Time series clustering with ARMA mixtures
• Fuzzy \(K\)-means clustering models for triangular fuzzy time trajectories
• Clustering time series with clipped data
• Exponential distance-based fuzzy clustering for interval-valued data
• Quantile autocovariances: a powerful tool for hard and soft partitional clustering of time series
• Alternative c-means clustering algorithms
• GARCH-based robust clustering of time series
• KmL: k-means for longitudinal data
• Clustering of time series data -- a survey
• Cluster Analysis
• A two‐step procedure for clustering time varying data
• FUZZY C-MEANS CLUSTERING MODELS FOR MULTIVARIATE TIME-VARYING DATA: DIFFERENT APPROACHES
• Dissimilarity measures for time trajectories
• An adaptive genetic clustering method for exploratory mining of feature vector and time series data
• Robust Estimation of a Location Parameter