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shapelets
Description:
Discriminative subsequences or localized patterns used as features for classifying time series and other structured data.
Primary topic:
Time Series Analysis and Forecasting (51%)
Related topics:
Time Series Analysis and Forecasting (51%),
Galaxies: Formation, Evolution, Phenomena (9%)
OpenAlex ID:
keywords/shapelets
Matrix Profile I: All Pairs Similarity Joins for Time Series: A Unifying View That Includes Motifs, Discords and Shapelets
2016
·
Chin-Chia Michael Yeh
, Yan Zhu
, et al.
·
Proceedings
·
697
Classification of time series by shapelet transformation
2013
·
Jon Hills
, Jason Lines
, et al.
·
Data Mining and Knowledge Discovery
·
538
Learning time-series shapelets
2014
·
Josif Grabocka
, Nicolas Schilling
, et al.
·
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
·
489
The great multivariate time series classification bake off: a review and experimental evaluation of recent algorithmic advances
2020
·
Alejandro Pasos Ruiz
, Michael Flynn
, et al.
·
Data Mining and Knowledge Discovery
·
475
PDF
Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles
2015
·
Anthony Bagnall
, Jason Lines
, et al.
·
IEEE Transactions on Knowledge and Data Engineering
·
422
PDF
A shapelet transform for time series classification
2012
·
Jason Lines
, Luke M. Davis
, et al.
·
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
·
379
PDF
A Bag-of-Features Framework to Classify Time Series
2013
·
M. G. Baydogan
, G. Runger
, et al.
·
IEEE Transactions on Pattern Analysis and Machine Intelligence
·
362
Shapelets -- I. A method for image analysis
2003
·
A. Refregier
·
Monthly Notices of the Royal Astronomical Society
·
338
PDF
HIVE-COTE 2.0: a new meta ensemble for time series classification
2021
·
Matthew Middlehurst
, James Large
, et al.
·
Machine Learning
·
331
PDF
Proceedings of the 2020 SIAM International Conference on Data Mining
2020
·
Society for Industrial and Applied Mathematics eBooks
·
312
Clustering Time Series Using Unsupervised-Shapelets
2012
·
Jesin Zakaria
, Abdullah Mueen
, et al.
·
Proceedings
·
244
Shapelets: I. A Method for Image Analysis
2001
·
Réfrégier, A
·
CERN Document Server (European Organization for Nuclear Research)
·
200
Shapelets -- II. A method for weak lensing measurements
2003
·
A. Refregier
, D. Bacon
·
Monthly Notices of the Royal Astronomical Society
·
185
PDF
Generalized random shapelet forests
2016
·
Isak Karlsson
, Panagiotis Papapetrou
, et al.
·
Data Mining and Knowledge Discovery
·
170
ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification
2021
·
Guozhong Li
, Byron Choi
, et al.
·
Proceedings of the AAAI Conference on Artificial Intelligence
·
169
Shapelets correlated with surface normals produce surfaces
2005
·
P. Kovesi
·
141
Time series joins, motifs, discords and shapelets: a unifying view that exploits the matrix profile
2017
·
Chin-Chia Michael Yeh
, Yan Zhu
, et al.
·
Data Mining and Knowledge Discovery
·
135
Time series feature learning with labeled and unlabeled data
2018
·
Haishuai Wang
, Qin Zhang
, et al.
·
Pattern Recognition
·
128
Galaxy‐Galaxy Flexion: Weak Lensing to Second Order
2005
·
David M. Goldberg
, David J. Bacon
·
The Astrophysical Journal
·
124
PDF
Salient Subsequence Learning for Time Series Clustering
2018
·
Qin Zhang
, Jia Wu
, et al.
·
IEEE Transactions on Pattern Analysis and Machine Intelligence
·
111
Early classification of multivariate temporal observations by extraction of interpretable shapelets
2012
·
Mohamed F Ghalwash
, Zoran Obradovic
·
BMC Bioinformatics
·
100
PDF
Binary Shapelet Transform for Multiclass Time Series Classification
2017
·
Aaron Bostrom
, Anthony Bagnall
·
Lecture notes in computer science
·
92
Early classification on multivariate time series
2014
·
Guoliang He
, Yong Duan
, et al.
·
Neurocomputing
·
89
Complex activity recognition using time series pattern dictionary learned from ubiquitous sensors
2016
·
Li Liu
, Yuxin Peng
, et al.
·
Information Sciences
·
85
Binary Shapelet Transform for Multiclass Time Series Classification
2015
·
Aaron Bostrom
, Anthony Bagnall
·
Lecture notes in computer science
·
80
PDF
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Works count:
528
Citation count:
9,873
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