A Shapelet Transform for Time Series Classification (original) (raw)

Classification of time series by shapelet transformation

Anthony Bagnall

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Time series shapelets: a novel technique that allows accurate, interpretable and fast classification

Eamonn Keogh

Data Mining and Knowledge Discovery, 2010

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Efficient Shapelet Discovery for Time Series Classification

Byron Choi

IEEE Transactions on Knowledge and Data Engineering, 2020

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Binary Shapelet Transform for Multiclass Time Series Classification

Aaron Bostrom

Lecture Notes in Computer Science, 2015

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COMBINED CLASSIFIERS FOR TIME SERIES SHAPELETS

Computer Science & Information Technology (CS & IT) Computer Science Conference Proceedings (CSCP)

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Concatenated Decision Paths Classification For Time Series Shapelets

Nicolas Younan

International Journal of Instrumentation and Control Systems

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W-TSS: A Wavelet-Based Algorithm for Discovering Time Series Shapelets

Katherine Sward

Sensors

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Pattern Sampling for Shapelet-based Time Series Classification

Atif Raza

ArXiv, 2021

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Visualet: Visualizing Shapelets for Time Series Classification

Byron Choi

2020

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ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification

Byron Choi

Proceedings of the AAAI Conference on Artificial Intelligence

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Optimizing shapelets quality measure for imbalanced time series classification

Qiu-yan Yan

Applied Intelligence, 2019

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Ensembles of Randomized Time Series Shapelets Provide Improved Accuracy while Reducing Computational Costs

Atif Raza

ArXiv, 2017

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Shapelet Ensemble for Multi-dimensional Time Series

Mustafa Çetin

Proceedings of the 2015 SIAM International Conference on Data Mining, 2015

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Uncertain Time Series Classification by Shapelet Transform

Michael Mbouopda

Le Centre pour la Communication Scientifique Directe - HAL - Université de Nantes, 2020

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Uncertain Time Series Classification with Shapelet Transform

Michael Mbouopda

2020 International Conference on Data Mining Workshops (ICDMW), 2020

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Adapting ELM to Time Series Classification: A Novel Diversified Top-k Shapelets Extraction Method

Qiu-yan Yan

Lecture Notes in Computer Science, 2016

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Improving ELM-Based Time Series Classification by Diversified Shapelets Selection

Qiu-yan Yan

2016

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Features or Shape? Tackling the False Dichotomy of Time Series Classification

Amy C Murillo

Proceedings of the 2020 SIAM International Conference on Data Mining, 2020

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Early classification of multivariate temporal observations by extraction of interpretable shapelets

Mohamed Ghalwash

BMC Bioinformatics, 2012

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Recherche de séries temporelles à l'aide de DTW-preserving shapelets. (Time series retrieval using DTW-preserving shapelets)

Ricardo Carlini Sperandio

2019

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Applications of shapelet transform to time series classification of earthquake, wind and wave data

Monica ArulJayachandran

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Early Classification of Multivariate Temporal Observation by Extraction of Interpretable Shapelets

Mohamed Ghalwash

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Classification of Uncertain Time Series by Propagating Uncertainty in Shapelet Transform

Michael Mbouopda

2021

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Extracting discriminative shapelets from heterogeneous sensor data

Om Patri

2014 IEEE International Conference on Big Data (Big Data), 2014

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Designing Shapelets for Interpretable Data-Agnostic Classification

Riccardo Guidotti

Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society, 2021

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SVP-T: A Shape-Level Variable-Position Transformer for Multivariate Time Series Classification

Byron Choi

Proceedings of the ... AAAI Conference on Artificial Intelligence, 2023

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Feature-based classification of time-series data

Alexandros Nanopoulos

Information processing and technology, 2001

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Frobenius correlation based u-shapelets discovery for time series clustering

Philippe VASLIN

Pattern Recognition

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RPM: Representative Pattern Mining for Efficient Time Series Classification

Susan Frankenstein

2016

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