Gallery of examples¶
Metrics¶
Longest Common Subsequence
LB_Keogh
Canonical Time Warping
sDTW multi path matching
Longest Commom Subsequence with a custom distance metric
Longest Commom Subsequence with a custom distance metric
Dynamic Time Warping
Soft Dynamic Time Warping
DTW computation with a custom distance metric
DTW computation with a custom distance metric
Nearest Neighbors¶
k-NN search
Nearest neighbors
Hyper-parameter tuning of a Pipeline with KNeighborsTimeSeriesClassifier
Hyper-parameter tuning of a Pipeline with KNeighborsTimeSeriesClassifier
1-NN with SAX + MINDIST
Clustering and Barycenters¶
KShape
Kernel k-means
Barycenters
Soft-DTW weighted barycenters
k-means
Classification¶
SVM and GAK
Learning Shapelets
Early Classification
Aligning discovered shapelets with timeseries
Aligning discovered shapelets with timeseries
Learning Shapelets: decision boundaries in 2D distance space
Learning Shapelets: decision boundaries in 2D distance space
Automatic differentiation¶
Soft-DTW loss for PyTorch neural network
Soft-DTW loss for PyTorch neural network
Miscellaneous¶
Model Persistence
PAA and SAX features
Matrix Profile
Distance and Matrix Profiles