Computer-implemented system and method for building context models in real time

A computer-implemented system for building context models in real time, comprising:

• a database of models for a user, wherein each model represents a contextual situation and comprises one or more actions of the user;
• at least one mobile device comprising one of a mobile phone, smart watch, head-mounted computing device, and tablet and configured to collect contextual data of the user comprising interfacing to a global positioning system and obtaining through the global positioning system the user's location, wherein the user's location is one of a plurality of items comprised in the contextual data;
• a server comprising a central processing unit, memory, an input port to receive the models from the database, and an output port, wherein the central processing unit is configured to:
• identify a contextual situation for the user based on the collected contextual data from the at least one mobile device;
• first, compare the contextual situation to a set of models;
• determine that none of the models from the set matches the contextual situation;
• identifying the contextual situation as new and not associated with the user;
• second, compare at least one item of the contextual data to each of the models that does not match the contextual situation after the comparison of the contextual situation to the set of models;
• select at least two models associated with contextual situations related to the identified contextual situation determined from the user's contextual data, wherein the contextual situations of the at least two models are related to the contextual situation of the user and the selected models each comprise significance values of the actions associated with the contextual situation of that model;
• merging the selected models for the identified contextual situation of the user as a merged model, wherein merging the selected models comprises adding, averaging, or determining a median of the significance values of common actions of the selected models to generate new significance values for the common actions;
• designate the merged model as a new model for the identified contextual situation of the user;
• identifying actions from the merged model that are most performed by the user for one or more of the contextual situations associated with the selected models of the merged model, wherein the most performed actions are determined based on the significance values of the actions for the merged model;
• automatically select one or more of the most performed actions from the merged model for the contextual situation;
• and
• provide the one or more selected actions to the user, wherein the user performs one of the selected actions during the contextual situation;
• and
• the at least one mobile device configured to display the one or more selected actions.