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1. (WO2018101958) FUZZY INPUT FOR AUTOENCODERS

Pub. No.:    WO/2018/101958    International Application No.:    PCT/US2016/064662
Publication Date: Fri Jun 08 01:59:59 CEST 2018 International Filing Date: Sat Dec 03 00:59:59 CET 2016
IPC: G06F 15/18
Applicants: FORD GLOBAL TECHNOLOGIES, LLC
Inventors: JALES COSTA, Bruno, Sielly
Title: FUZZY INPUT FOR AUTOENCODERS
Abstract:
Systems, methods, and devices for reducing dimensionality and improving neural network operation in light of uncertainty or noise are disclosed herein. A method for reducing dimensionality and improving neural network operation in light of uncertainty or noise includes receiving raw data including a plurality of samples, wherein each sample includes a plurality of input features. The method includes generating fuzzy data based on the raw data. The method includes inputting the raw data and the fuzzy data into an input layer of a neural network autoencoder.