This repo contains useful links to research papers and implementations of shapelets discovery/learning techniques from different sources.
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Updated
Apr 7, 2017
This repo contains useful links to research papers and implementations of shapelets discovery/learning techniques from different sources.
Adversarially-Built Shapelets Algorithm
C# binding for Khiva library.
Uncertain times séries classification
Theoretically guaranteed shapelet-learning algorithm
Implementation (VHDL) and verification of the accelerator proposed in the paper "Hardware Accelerator for Shapelet Distance Computation in Time-Series Classification", from May 2020
An open-source library of algorithms to analyse time series in GPU and CPU.
Repository for "Data Mining - Advanced Topics and Applications" projects exam.
Uncertain Shapelet Transform Classification, a shapelet method for uncertain time series classification
A software package for statistically significant shapelet mining
Implementation of Fast Shapelets: A Scalable Algorithm for Discovering Time Series Shapelets
Contains an implementation (sklearn API) of the algorithm proposed in "GENDIS: GEnetic DIscovery of Shapelets" and code to reproduce all experiments.
Code for "Generalised Interpretable Shapelets for Irregular Time Series"
Time series classification to identify the state of human activity.
Implementation of the Random Dilated Shapelet Transform algorithm along with interpretability tools. ReadTheDocs documentation is not up to date with the current version for now.
Motif-guided time series counterfactual explanations (ICPR 2022)
Shapelet model creator for SAGECal
Scalable and Accurate Subsequence Transform
Multivariate Asynchronous Random Shapelets
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