Robust fuzzy clustering for high-dimensional multivariate time series with outlier detection
Fuente:
arXiv
Saved in:
| Main Authors: | Ma, Ziling, López-Oriona, Ángel, Ombao, Hernando, Sun, Ying |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
FCPCA: Fuzzy clustering of high-dimensional time series based on common principal component analysis
by: Ma, Ziling, et al.
Published: (2025)
by: Ma, Ziling, et al.
Published: (2025)
Forecasting Multivariate Time Series under Predictive Heterogeneity: A Validation-Driven Clustering Framework
by: Ma, Ziling, et al.
Published: (2026)
by: Ma, Ziling, et al.
Published: (2026)
Amortized Neural Clustering of Time Series based on Statistical Features
by: López-Oriona, Ángel, et al.
Published: (2026)
by: López-Oriona, Ángel, et al.
Published: (2026)
Fuzzy clustering of circular time series based on a new dependence measure with applications to wind data
by: López-Oriona, Ángel, et al.
Published: (2024)
by: López-Oriona, Ángel, et al.
Published: (2024)
Robust Spectral Fuzzy Clustering of Multivariate Time Series with Applications to Electroencephalogram
by: Ma, Ziling, et al.
Published: (2025)
by: Ma, Ziling, et al.
Published: (2025)
Dependence-based fuzzy clustering of functional time series
by: Lopez-Oriona, Angel, et al.
Published: (2024)
by: Lopez-Oriona, Angel, et al.
Published: (2024)
Conditional outlier detection for clinical alerting
by: Hauskrecht, Milos, et al.
Published: (2026)
by: Hauskrecht, Milos, et al.
Published: (2026)
Classification of High-dimensional Time Series in Spectral Domain using Explainable Features
by: Roy, Sarbojit, et al.
Published: (2024)
by: Roy, Sarbojit, et al.
Published: (2024)
Predictive Performance Test based on the Exhaustive Nested Cross-Validation for High-dimensional data
by: Gauran, Iris Ivy, et al.
Published: (2024)
by: Gauran, Iris Ivy, et al.
Published: (2024)
Consistency-guided semi-supervised outlier detection in heterogeneous data using fuzzy rough sets
by: Chen, Baiyang, et al.
Published: (2025)
by: Chen, Baiyang, et al.
Published: (2025)
Comparative study of clustering models for multivariate time series from connected medical devices
by: Courrier, Violaine, et al.
Published: (2023)
by: Courrier, Violaine, et al.
Published: (2023)
Hypergraphs on high dimensional time series sets using signature transform
by: Vaucher, Rémi, et al.
Published: (2025)
by: Vaucher, Rémi, et al.
Published: (2025)
Detecting outliers by clustering algorithms
by: Li, Qi, et al.
Published: (2024)
by: Li, Qi, et al.
Published: (2024)
A method for outlier detection based on cluster analysis and visual expert criteria
by: Lara, Juan A., et al.
Published: (2025)
by: Lara, Juan A., et al.
Published: (2025)
LDTC: Lifelong deep temporal clustering for multivariate time series
by: Wang, Zhi, et al.
Published: (2026)
by: Wang, Zhi, et al.
Published: (2026)
White noise testing for functional time series via functional quantile autocorrelation
by: López-Oriona, Ángel, et al.
Published: (2026)
by: López-Oriona, Ángel, et al.
Published: (2026)
Emergent Granger Causality in Neural Networks: Can Prediction Alone Reveal Structure?
by: Sultan, Malik Shahid, et al.
Published: (2025)
by: Sultan, Malik Shahid, et al.
Published: (2025)
Granger Causality using Neural Networks
by: Sultan, Malik Shahid, et al.
Published: (2022)
by: Sultan, Malik Shahid, et al.
Published: (2022)
Towards efficient deep autoencoders for multivariate time series anomaly detection
by: Pietroń, Marcin, et al.
Published: (2024)
by: Pietroń, Marcin, et al.
Published: (2024)
Robust fuzzy clustering with cellwise outliers
by: Zaccaria, Giorgia, et al.
Published: (2025)
by: Zaccaria, Giorgia, et al.
Published: (2025)
Robustness and accuracy of mean opinion scores with hard and soft outlier detection
by: Saupe, Dietmar, et al.
Published: (2025)
by: Saupe, Dietmar, et al.
Published: (2025)
Temporal cross-validation impacts multivariate time series subsequence anomaly detection evaluation
by: Hespeler, Steven C., et al.
Published: (2025)
by: Hespeler, Steven C., et al.
Published: (2025)
Canonical Tail Dependence for Soft Extremal Clustering of Multichannel Brain Signals
by: Talento, Mara Sherlin, et al.
Published: (2025)
by: Talento, Mara Sherlin, et al.
Published: (2025)
Pi-transformer: A prior-informed dual-attention model for multivariate time-series anomaly detection
by: Maleki, Sepehr, et al.
Published: (2025)
by: Maleki, Sepehr, et al.
Published: (2025)
Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting
by: Qin, Liyang, et al.
Published: (2025)
by: Qin, Liyang, et al.
Published: (2025)
Generative adversarial wavelet neural operator: Application to fault detection and isolation of multivariate time series data
by: Rani, Jyoti, et al.
Published: (2024)
by: Rani, Jyoti, et al.
Published: (2024)
Variable feature weighted fuzzy k-means algorithm for high dimensional data
by: Singh, Vikas, et al.
Published: (2019)
by: Singh, Vikas, et al.
Published: (2019)
Feature Explosion: a generic optimization strategy for outlier detection algorithms
by: Li, Qi
Published: (2025)
by: Li, Qi
Published: (2025)
An empirical comparison of some outlier detection methods with longitudinal data
by: D'Orazio, Marcello
Published: (2025)
by: D'Orazio, Marcello
Published: (2025)
Advancing multivariate time series similarity assessment: an integrated computational approach
by: Tonle, Franck, et al.
Published: (2024)
by: Tonle, Franck, et al.
Published: (2024)
Wasserstein multivariate auto-regressive models for modeling distributional time series
by: Jiang, Yiye, et al.
Published: (2022)
by: Jiang, Yiye, et al.
Published: (2022)
On time series clustering with k-means
by: Holder, Christopher, et al.
Published: (2024)
by: Holder, Christopher, et al.
Published: (2024)
Mixing times of data-augmentation Gibbs samplers for high-dimensional probit regression
by: Ascolani, Filippo, et al.
Published: (2025)
by: Ascolani, Filippo, et al.
Published: (2025)
RED CoMETS: An ensemble classifier for symbolically represented multivariate time series
by: Bennett, Luca A., et al.
Published: (2023)
by: Bennett, Luca A., et al.
Published: (2023)
Predicting machine failures from multivariate time series: an industrial case study
by: Vago, Nicolò Oreste Pinciroli, et al.
Published: (2024)
by: Vago, Nicolò Oreste Pinciroli, et al.
Published: (2024)
Scaling of learning time for high dimensional inputs
by: Brito, Carlos Stein
Published: (2026)
by: Brito, Carlos Stein
Published: (2026)
AD-NEv++ : The multi-architecture neuroevolution-based multivariate anomaly detection framework
by: Pietroń, Marcin, et al.
Published: (2024)
by: Pietroń, Marcin, et al.
Published: (2024)
Unsupervised outlier detection to improve bird audio dataset labels
by: Collins, Bruce
Published: (2025)
by: Collins, Bruce
Published: (2025)
Multiresolution local smoothness detection in non-uniformly sampled multivariate signals
by: Avesani, Sara, et al.
Published: (2025)
by: Avesani, Sara, et al.
Published: (2025)
SFC-GAN: A Generative Adversarial Network for Brain Functional and Structural Connectome Translation
by: Tan, Yee-Fan, et al.
Published: (2025)
by: Tan, Yee-Fan, et al.
Published: (2025)
Similar Items
-
FCPCA: Fuzzy clustering of high-dimensional time series based on common principal component analysis
by: Ma, Ziling, et al.
Published: (2025) -
Forecasting Multivariate Time Series under Predictive Heterogeneity: A Validation-Driven Clustering Framework
by: Ma, Ziling, et al.
Published: (2026) -
Amortized Neural Clustering of Time Series based on Statistical Features
by: López-Oriona, Ángel, et al.
Published: (2026) -
Fuzzy clustering of circular time series based on a new dependence measure with applications to wind data
by: López-Oriona, Ángel, et al.
Published: (2024) -
Robust Spectral Fuzzy Clustering of Multivariate Time Series with Applications to Electroencephalogram
by: Ma, Ziling, et al.
Published: (2025)