Automated allocation of media via network

A system for generating data representing parameters useful for causing a processor to identify content to be displayed on a graphical user interface, the system comprising the same or another processor and stored machine-readable instructions configured to cause the processor to:

• parse stored data to identify input patterns associated with a plurality of historical user interactions with displayed content on input/output interfaces, the stored data representing one or more attributes of the plurality of historical user interactions, and the identified input patterns defined in terms of two or more correlated variables;
• based at least partly on the identified input patterns, generate data useful in implementing one or more media buying rules useful on a bidding platform for obtaining authorization to provide selected display content data to one or more client systems requesting the same or other selected content for display;
• and
• route the generated data useful in implementing the one or more media buying rules to a bid generation engine associated with the bidding platform.