Systems and methods for concealing uninterested attributes in multi-attribute data using generative adversarial networks

A method for concealing uninterested attributes using generative adversarial networks, comprising:

• pretraining, by an attribute concealing computer program executed by an electronic device, a variational autoencoder to separate each attribute in multi-attribute training data from a data source into a space;
• pretraining, by the attribute concealing computer program, a decoder to reconstruct data from the spaces;
• receiving, by the attribute concealing computer program, a plurality of additional data sets;
• receiving, by the attribute concealing computer program, an identification of an uninterested attribute in the multi-attribute data to conceal and an interested attribute to retain;
• receiving, by the attribute concealing computer program, multi-attribute data for processing;
• and
• processing, by the attribute concealing computer program, the multi-attribute data using the encoder, the decoder, and the additional data sets, wherein the processing results in the multi-attribute data with the uninterested attribute concealed and the interested attribute retained.

A method for concealing uninterested attributes using generative adversarial networks, comprising:

• pretraining, by an attribute concealing computer program executed by an electronic device, an attribute concealer using feature vector training data received from a source;
• receiving, by the attribute concealing computer program, a plurality of additional data sets;
• receiving, by the attribute concealing computer program, an identification of an uninterested attribute in the feature vector to conceal and an interested attribute to retain;
• receiving, by the attribute concealing computer program, a feature vector for processing;
• and
• processing, by the attribute concealing computer program, the feature vector using the attribute concealer and the additional data sets, wherein the processing results in the feature vector with the uninterested attribute concealed and the interested attribute retained.