Clustering of time series data - a survey
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Summary
This paper surveys and summarizes previous works that investigated the clustering of time series data in various application domains, including general-purpose clustering algorithms commonly used in time series clustering studies.
- Type
- article
- Published
- 2005-11-01
- Cited by
- 2,654
- References
- 75
- OpenAlex
- https://openalex.org/W2097747115
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:8973749
Keywords
Cluster analysis, Raw data, Computer science, Data mining, Series (stratigraphy)
References
- On clustering fMRI time series.
- Some new indexes of cluster validity
- A Wavelet-Based Anytime Algorithm for K-Means Clustering of Time Series
- A simulation study on clustering time series with metaheuristic methods
- Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability; Vol. IV
- Multivariate Clustering by Dynamics
- Finding Groups in Data: An Introduction to Cluster Analysis
- Spatial Clustering for Data Mining with Genetic Algorithms
- Cluster Analysis of Biomedical Image Time-Series
- Bayesian Classification (AutoClass): Theory and Results
- STING: A Statistical Information Grid Approach to Spatial Data Mining
- Pattern recognition
- Efficient and Effective Clustering Methods for Spatial Data Mining
- A new correlation‐based fuzzy logic clustering algorithm for FMRI
- On the Kullback-Leibler information divergence of locally stationary processes
- Time-frequency clustering and discriminant analysis
- Visualizing the Relationship between Two Time Series by Hierarchical Smoothing Models
- Democracy in pattern classifications: combinations of votes from various pattern classifiers
- A Fuzzy Relative of the ISODATA Process and Its Use in Detecting Compact Well-Separated Clusters
- The self-organizing map
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- A forward collision avoidance algorithm based on driver braking behavior.
- Recent developments in clustering algorithms
- Experiencing the Shotgun Distance for Time Series Analysis
- What World Price?
- Temporal Signature Modeling and Analysis
- Understanding geo-social network patterns: Computation, visualization, and usability
- Experimental computational simulation environments for algorithmic trading
- Development of compound clustering techniques using hybrid soft-computing algorithms
- Early Detection of Sepsis in the Emergency Department using Dynamic Bayesian Networks
- Self-learning vector quantization for pattern discovery from speech
- Modeling drug exposure data in electronic medical records: an application to warfarin.
- Human activity recognition with accelerometry: novel time and frequency features
- Detection of Anomalies and Novelties in Time Series with Self-Organizing Networks
- Multiobjective time series matching and classification
- Decoding Cognitive States from fMRI Data Using Support Vector Regression
- An Overview of Phase I Analysis for Process Improvement and Monitoring
- 3D Robotic Sensing of People: Human Perception, Representation and Activity Recognition
- Predicting flavonoid UGT regioselectivity with graphical residue models and machine learning
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