Systems And Methods For Device Fingerprinting

An apparatus to continuously classify temporal communication data associated with a computing device, the apparatus comprising:

• a database configured to store temporal communication data associated with the computing device;
• a processing system configured to process the data to create a plurality of preprocessing models;
• and
• a neural network, wherein the neural network is trained using data generated by the preprocessing models, wherein the neural network derives one or more properties associated with the computing device from the temporal communication data, wherein the neural network defines a device fingerprint from the one or more properties, wherein the neural network accesses additional temporal communication data, wherein the neural network derives one or more additional properties associated with the computing device from the additional temporal communication data, and wherein the neural network aggregates the one or more additional properties into the defined fingerprint refining the defined device fingerprint.