A Shapelet Transform for Time Series Classification (original) (raw)
Related papers
Classification of time series by shapelet transformation
Time series shapelets: a novel technique that allows accurate, interpretable and fast classification
Data Mining and Knowledge Discovery, 2010
Efficient Shapelet Discovery for Time Series Classification
IEEE Transactions on Knowledge and Data Engineering, 2020
Binary Shapelet Transform for Multiclass Time Series Classification
Lecture Notes in Computer Science, 2015
COMBINED CLASSIFIERS FOR TIME SERIES SHAPELETS
Computer Science & Information Technology (CS & IT) Computer Science Conference Proceedings (CSCP)
Concatenated Decision Paths Classification For Time Series Shapelets
International Journal of Instrumentation and Control Systems
W-TSS: A Wavelet-Based Algorithm for Discovering Time Series Shapelets
Sensors
Pattern Sampling for Shapelet-based Time Series Classification
ArXiv, 2021
Visualet: Visualizing Shapelets for Time Series Classification
2020
ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification
Proceedings of the AAAI Conference on Artificial Intelligence
Optimizing shapelets quality measure for imbalanced time series classification
Applied Intelligence, 2019
ArXiv, 2017
Shapelet Ensemble for Multi-dimensional Time Series
Proceedings of the 2015 SIAM International Conference on Data Mining, 2015
Uncertain Time Series Classification by Shapelet Transform
Le Centre pour la Communication Scientifique Directe - HAL - Université de Nantes, 2020
Uncertain Time Series Classification with Shapelet Transform
2020 International Conference on Data Mining Workshops (ICDMW), 2020
Adapting ELM to Time Series Classification: A Novel Diversified Top-k Shapelets Extraction Method
Lecture Notes in Computer Science, 2016
Improving ELM-Based Time Series Classification by Diversified Shapelets Selection
2016
Features or Shape? Tackling the False Dichotomy of Time Series Classification
Proceedings of the 2020 SIAM International Conference on Data Mining, 2020
Early classification of multivariate temporal observations by extraction of interpretable shapelets
BMC Bioinformatics, 2012
2019
Applications of shapelet transform to time series classification of earthquake, wind and wave data
Early Classification of Multivariate Temporal Observation by Extraction of Interpretable Shapelets
Classification of Uncertain Time Series by Propagating Uncertainty in Shapelet Transform
2021
Extracting discriminative shapelets from heterogeneous sensor data
2014 IEEE International Conference on Big Data (Big Data), 2014
Designing Shapelets for Interpretable Data-Agnostic Classification
Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society, 2021
SVP-T: A Shape-Level Variable-Position Transformer for Multivariate Time Series Classification
Proceedings of the ... AAAI Conference on Artificial Intelligence, 2023
Feature-based classification of time-series data
Information processing and technology, 2001
Frobenius correlation based u-shapelets discovery for time series clustering
Pattern Recognition
RPM: Representative Pattern Mining for Efficient Time Series Classification
2016