cauchyturing/Imaging-time-series-to-improve-classification-and-imputation

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cauchyturing/Imaging-time-series-to-improve-classification-and-imputation

cauchyturing

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Python 3.6+ (only)

This is a support page of the papers


**"Imaging time-series to improve classification and imputation." **
Zhiguang Wang and Tim Oates.
In Proceedings of the 24th International Conference on Artificial Intelligence (IJCAI'15), AAAI Press 3939-3945.


**"Encoding Time Series as Images for Visual Inspection and Classification Using Tiled Convolutional Neural Networks." **
Wang, Zhiguang, and Tim Oates. 
In Workshops at the Twenty-Ninth AAAI Conference on Artificial Intelligence. 2015.

Pleaes see the wiki page for more details.

UCR_Time_Series_Classification_Deep_Learning_Baseline

Fully Convlutional Neural Networks for state-of-the-art time series classification

kaggle_diabetic_RAM

Extended Retinopathy Detection Challenge with the Regression Activation Map for visual explaination

Jupyter Notebook

Deconv_SAX

Representation Learning with Deconvolutional Networks for Multivariate Time Series

Encoding_Temporal_Markov_Dynamics_in_Graph_for_Visualizing_and_Mining_Time_Series

ANRAT

Adaptive Normalized Risk-Averting Training For Deep Neural Networks