Contextually-appropriate task reminders

• US 9,111,233 B2
• Filed: 06/30/2014
• Issued: 08/18/2015
• Est. Priority Date: 03/25/2011
• Status: Active Grant

• Current Assignee: Microsoft Technology Licensing LLC (Microsoft Corporation)
• Original Assignee: Microsoft Technology Licensing LLC (Microsoft Corporation)
• Inventors: Bouchard, Thomas, Chang, Steve, Shtiegman, Eran, Elumalai, Arulkumar, Tinling, Aaron
• Primary Examiner(s): BLOUNT, ERIC
• Application Number:
  US14/319,953
• Publication Number:
  US 20140317027A1
• Time in Patent Office: 414 Days
• Field of Search: 340/539.11, 340/539.13, 340/540, 340/539.23, 340/815.4, 455/456.3, 455/414.2, 455/456.1, 701/453
• US Class Current: 1/1
• CPC Class Codes: G06N 20/00 Machine learning
• CPC Class Codes: G06N 7/00 Computing arrangements based on specific mathematical models
• CPC Class Codes: G06Q 10/109 Time management, e.g. calendars, reminders, meetings or time accounting

Abstract

A computing device learns over time how to identify task reminders that are most likely to be helpful to a user in different contexts. The task reminders can remind the user of activities that the user needs to do. The computing device displays a graphical user interface (GUI) that contains the task reminders identified as being most likely to be helpful to the user in the user'"'"'s current context. The computing device updates the task reminders in the GUI as the user'"'"'s context changes. In this way, the computing device can present task reminders that are likely to be currently helpful to the user while suppressing task reminders that are less likely to be helpful to the user at the current time.

Claims

1. A method for providing contextually-appropriate task reminders, the method comprising:

receiving a selection of a task source element;

generating a task reminder based on the task source element;

learning, by a computing device, over time how to identify contextually-appropriate task reminders in different contexts;

displaying a graphical user interface on a display unit, the graphical user interface containing a reminder area and an activity area;

as the task source element changes, updating the reminder area to generate, update or delete task reminders such that the task reminders are contextually-appropriate; and

as a current context changes, updating the reminder area such that the reminder area contains the task reminders that are contextually-appropriate in the current context.

2. The method of claim 1, further comprising:

receiving context data that provides information about the current context; and

using the context data to generate data representative of a likelihood that the task reminder helpful in the current context; and

wherein displaying the graphical user interface comprises displaying the task reminder in the reminder area after determining that the likelihood is sufficiently great.

3. The method of claim 2, further comprising:

calculating scores for a plurality of task reminders based at least in part of the context data, the task reminder being among the plurality of task reminders, the score for each task reminder being the data representative of the likelihood that the task reminder helpful;

ranking the plurality of task reminders based on the scores for the task reminders; and

wherein displaying the graphical user interface comprises;

displaying ones of the task reminders having highest ranks either without displaying ones of the task reminders having lower ranks or displaying the task reminders having lower ranks less prominently than the task reminders having the highest ranks.

4. The method of claim 3, wherein calculating the scores for the plurality of task reminders comprises:

providing the context data to input layer artificial neurons in an artificial neural network; and

receiving a score for the task reminder from one or more output layer artificial neurons in the artificial neural network, the task reminder being among the plurality of task reminders.

5. The method of claim 2, wherein learning over time how to identify the contextually-appropriate task reminders comprises:

receiving feedback from a user; and

modifying how the computing device identifies the contextually-appropriate task reminders in response to the feedback.

6. The method of claim 5, wherein receiving the feedback comprises receiving input from the user to reorder the task reminders in the reminder area.

7. The method of claim 2, wherein receiving the context data comprises receiving at least some of the context data from another computing device.

8. The method of claim 7, wherein receiving the context data comprises receiving at least some of the context data from a source within the computing device.

9. The method of claim 1, further comprising generating a plurality of task reminders, the contextually-appropriate task reminders being among the plurality of task reminders, each task reminder in the plurality of task reminders corresponding to a task to be performed by a user.

10. The method of claim 9, wherein generating the plurality of task reminders comprises generating the plurality of task reminders based on task items in a task list of the user.

11. The method of claim 9, further comprising:

displaying a document in the graphical user interface;

receiving input from the user to flag the document; and

wherein generating the plurality of task reminders comprises generating the task reminder in response to receiving an input from the user to flag the document.

12. The method of claim 1, further comprising:

displaying a document in the graphical user interface;

identifying a set of task source elements within the document; and

wherein receiving a selection of the task source element comprises receiving input of the task source element by being dragged to the reminder area, the task source element being in the set of task source elements.

13. The method of claim 1, further comprising:

determining that the task reminder that was determined not to be contextually-appropriate in one context to be appropriate in the current context; and

performing a notification action in response to determining that the task reminder is now contextually appropriate.

14. The method of claim 13, further comprising:

learning, by the computing device, over time how to select appropriate notification actions the different contexts; and

determining that the notification action is more likely than a plurality of other available notification actions to be a most appropriate notification action the current context.

15. A computing device comprising:

one or more computer storage media that store instructions; and

one or more processing units that access and execute the instructions, execution of the instructions by the one or more processing units configuring the computing device such that the computing device;

receives a selection of a task source element;

generates a task reminder based on the task source element;

learns over time how to identify contextually-appropriate task reminders for different contexts; and

causes a display unit to display a graphical user interface, the graphical user interface containing a reminder area and an activity area, the reminder area being updated as the task source element changes to generate, update or delete task reminders such that the task reminders are contextually-appropriate and the reminder area being updated as a current context changes such that the reminder area contains the task reminders that are contextually-appropriate in the current context.

16. The computing device of claim 15, wherein execution of the instructions by the one or more processing units configures the computing device such that the computing device:

receives context data that provides information about a current geographical location of the computing device; and

learns over time that it is contextually-appropriate to display the task reminders corresponding to tasks involving a given geographical location when the current geographical location of the computing device is within a given distance of the given geographical location.

17. The computing device of claim 15, wherein execution of the instructions by the one or more processing units configures the computing device such that the computing device:

generates a plurality of task reminders, each of the task reminders corresponding to a task to be performed by the user; and

scrolls the reminder area in response to input from the user, wherein prior to scrolling the reminder area, the reminder area contains ones of the task reminders that the computing device determines to be most likely to be helpful to the user given the current context, wherein after scrolling the reminder area, the reminder area contains ones of the task reminders that the computing device determines to be less likely to be helpful to the user given the current context.

18. A computer storage media that store instructions, wherein execution of the instructions by one or more processing units cause a computing device to perform the steps of:

learning over time how to identify contextually-appropriate task reminders for different contexts;

causing a display unit to display a graphical user interface, the graphical user interface containing a reminder area that is updated as a current context changes such that the reminder area contains task reminders that are contextually-appropriate in the current context;

receiving input from the user to drag a contact to the reminder area, the contact comprising contact information for another user;

generating a task reminder; and

determining, after receiving context data, that the task reminder is among the contextually-appropriate task reminders for the current context.

19. The computer storage media of claim 18, wherein execution of the instructions by the one or more processing units further causes the computing device to perform the steps of:

receiving context data that provides information about a current geographical location of the computing device; and

learning over time that it is contextually-appropriate to display the task reminders corresponding to tasks involving a given geographical location when the current geographical location of the computing device is within a given distance of the given geographical location.

20. The computer storage media of claim 18, wherein execution of the instructions by the one or more processing units further causes the computing device to perform the steps of:

generating a plurality of task reminders, each of the task reminders corresponding to a task to be performed by the user; and

scrolling the reminder area in response to input from the user, wherein prior to scrolling the reminder area, the reminder area contains ones of the task reminders that the computing device determines to be most likely to be helpful to the user given the current context, wherein after scrolling the reminder area, the reminder area contains ones of the task reminders that the computing device determines to be less likely to be helpful to the user given the current context.