Generating concise and common user representations for edge systems from event sequence data stored on hub systems

A non-transitory computer-readable medium storing executable instructions, which when executed by a processing device, cause the processing device to:

• execute a user representation model to generate a user representation for a user, wherein:
• the user representation model receives user event sequence data comprising a sequence of user interactions with a system;
• and
• the user representation comprises a vector of a predetermined size that represents the user event sequence data and is generated by applying the user representation model to the user event sequence data;
• and
• store the user representation in a user profile associated with the user, wherein a storage space requirement of the user representation is less than a storage space requirement of the user event sequence data.

A method, comprising:

• executing a user representation model to generate a user representation for a user, wherein;
• the user representation model receives user event sequence data comprising a sequence of user interactions with a system;
• and
• the user representation comprises a vector of a predetermined size that represents the user event sequence data and is generated by applying the trained user representation model to the user event sequence data;
• and
• storing the user representation in a user profile associated with the user, wherein a storage space requirement of the user representation is less than a storage space requirement of the user event sequence data.