Computer speech recognition and semantic understanding from activity patterns

A computer-implemented method of disambiguating an indication of a user interaction, the method comprising:

• a) receiving a set of words forming an indication of a user interaction;
• b) logging user activity in a data store;
• c) determining a user intent for a subset of the words forming the user indication based on a sequence of events in the data store;
• and
• d) performing a computerized action based on the the user intent.

A computerized system comprising:

• one or more sensors configured to provide sensor data, each sensor associated with a user device in a set of user devices associated with a user, at least one of the one or more sensors comprising an acoustic sensor configured to convert speech into acoustic information;
• one or more processors;
• and
• computer storage memory having computer-executable instructions stored thereon which, when executed by the processor, implement a method of disambiguating an indication of a user interaction, the method comprising:
• a) receiving a set of words forming an indication of a user interaction, from sensor data corresponding to a user utterance;
• b) logging user activity in a data store;
• c) disambiguating the meaning of a subset of the set of words forming the indication of the user interaction based on a plurality of events in the data store;
• and
• d) performing a computerized action based on the disambiguated meaning.