pyts Demo

from pyts.classification import BOSSVS
from pyts.datasets import load_gunpoint

X_train, X_test, y_train, y_test = load_gunpoint(return_X_y = True)
clf = BOSSVS(window_size = 28)
clf.fit(X_train, y_train)
clf.score(X_test, y_test)

pyts 安装

$ pip install pyts

特征提取

Shapelet Transform

参考

• Time Series Classifification from Scratch with Deep Neural Networks: A Strong Baseline
• DTW & KNN
• BiGRU CNN
• LSTM Fully Convolutional Networks for Time Series Classification
• PyTS GitHub
• PyTS Doc