Behavior prediction

A non-transitory computer-readable medium having encoded therein programing code executable by a processor to perform operations comprising:

• obtaining a plurality of previous goal messages from a user history of a user, each respective previous goal message of the plurality of previous goal messages including previous visual presentation features that relate to how suggestion of performance of a respective action related to accomplishing a corresponding goal of the respective previous goal message is visually presented to the user for completion by the user, the visual presentation features including:
• text describing the respective action and visual media related to the respective action described by the corresponding text of the respective goal message;
• obtaining, from the user history, a plurality of indications in which each respective indication of the plurality of indications is with respect to a corresponding one respective previous goal message of the plurality of previous goal messages, the respective indication indicating whether the respective action of its corresponding respective previous goal message was performed by the user;
• extracting historical feature information related to the visual presentation features of the plurality of previous goal messages and completion of the respective actions of the previous goal messages, the extracting of the historical feature information being based on one or more of:
• the text of the plurality of previous goal messages, the visual media of the plurality of previous goal messages, and the plurality of indications;
• analyzing the historical feature information and the plurality of indications to determine correlations between how the previous visual presentation features included in the plurality of previous goal messages relate to the indications of the performance of the respective actions of the plurality of previous goal messages;
• extracting feature information from a generic goal message, the feature information relating to visual presentation features of the generic goal message that relate to how a suggested action of the generic goal message is visually presented to the user for completion by the user;
• determining, based on the historical feature information and the feature information from the generic goal message, a visual relationship between how the previous visual presentation features relate to the visual presentation features of the generic goal message with respect to visual presentation of their respective actions;
• and
• determining a probability of the user indicating completion of the suggested action associated with the generic goal message based at least in part on the visual relationship and the determined correlations.

A system comprising:

• one or more processors;
• and
• one or more computer-readable media having encoded therein programing code executable by the one or more processors, that, in response to being executed by the one or more processors, causes the system to perform operations comprising:
• obtaining a plurality of previous goal messages from a user history of a user, each respective previous goal message of the plurality of previous goal messages including previous visual presentation features that relate to how suggestion of performance of a respective action related to accomplishing a corresponding goal of the respective previous goal message is visually presented to the user for completion by the user, the visual presentation features including:
• text describing the respective action and visual media related to the respective action described by the corresponding text of the respective goal message;
• obtaining, from the user history, a plurality of indications in which each respective indication of the plurality of indications is with respect to a corresponding one respective previous goal message of the plurality of previous goal messages, the respective indication indicating whether the respective action of its corresponding respective previous goal message was performed by the user;
• extracting historical feature information related to the visual presentation features of the plurality of previous goal messages and completion of the respective actions of the previous goal messages, the extracting of the historical feature information being based on one or more of:
• the text of the plurality of previous goal messages, the visual media of the plurality of previous goal messages, and the plurality of indications;
• analyzing the historical feature information and the plurality of indications to determine correlations between how the previous visual presentation features included in the plurality of previous goal messages relate to the indications of the performance of the respective actions of the plurality of previous goal messages;
• extracting feature information from a generic goal message, the feature information relating to visual presentation features of the generic goal message that relate to how a suggested action of the generic goal message is visually presented to the user for completion by the user;
• determining, based on the historical feature information and the feature information from the generic goal message, a visual relationship between how the previous visual presentation features relate to the visual presentation features of the generic goal message with respect to visual presentation of their respective actions;
• and determining a probability of the user indicating completion of the suggested action associated with the generic goal message based at least in part on the visual relationship and the determined correlations.