Neural network systems and methods for generating distributed representations of electronic transaction information

A computer-implemented method for generating a distributed representation of electronic transaction data, comprising:

• receiving electronic transaction data and historical transaction data, the electronic transaction data including a first component and a second component of an electronic transaction;
• determining, based on the first component and the second component, a location of the electronic transaction in a high-order space, the high-order space comprising a mapping of electronic transaction components in the high-order space;
• determining locations of the historical transaction data in the high-order space;
• determining a decision boundary in the high-order space based on the locations of the historical transaction data;
• and
• authorizing the electronic transaction based on the location of the electronic transaction being within the decision boundary.

A non-transitory computer-readable medium storing instructions that, when executed by at least one processor, are configured to cause the at least one processor to perform a method, the method comprising:

• receiving electronic transaction data and historical transaction data, the electronic transaction data including a first component and a second component of an electronic transaction;
• determining, based on the first component and the second component, a location of the electronic transaction in a high-order space, the high-order space comprising a mapping of electronic transaction components in the high-order space;
• determining locations of the historical transaction data in the high-order space;
• determining a decision boundary in the high-order space based on the locations of the historical transaction data;
• and
• authorizing the electronic transaction based on the location of the electronic transaction being within the decision boundary.