Patent ID: 10950352

Abstract:
A computer-readable storage medium storing program instructions to perform a method of classification of short time series in order to detect a neurodegenerative disorder. The method includes receiving a plurality of sensor data collected from subjects with and without the neurodegenerative disorder over a period of a few seconds as the short time series, generating phase-space vectors from the plurality of sensor data in which each vector is a state of a dynamical system in space and time, transforming the phase-space vectors into a grayscale image representing recurrences of a state-space vector in the same area of the phase space, extracting temporal texture features of the grayscale image to obtain a multi-dimensional time series; inputting the multidimensional time series, without the grayscale image, to the Long Short Term Memory (LSTM) network, and classifying, by the LSTM network, the plurality of the sensor data as the neurodegenerative disorder or not.