Modifying Learning Capabilities of Learning Devices

• US 20140351182A1
• Filed: 05/23/2014
• Published: 11/27/2014
• Est. Priority Date: 05/24/2013
• Status: Abandoned Application

• Current Assignee: Qualcomm, Inc.
• Original Assignee: Qualcomm, Inc.
• Inventors: CANOY, Michael-David Nakayoshi, Sprigg, Stephen Alton
• Application Number:
  US14/286,515
• Publication Number:
  US 20140351182A1
• Time in Patent Office: Days
• US Class Current: 706/12
• CPC Class Codes: G06N 20/00 Machine learning

Abstract

Various embodiments for modifying learning capabilities within a decentralized system of learning devices, a method including receiving, at a learning device, a signal from a nearby device, determining whether the received signal is a learning modifier signal based on data within the received signal, and modifying one or more of the learning capabilities in response to determining that the received signal is the learning modifier signal. The method may further include determining whether subsequent learning modifier signals are received, and resetting the modified one or more of the learning capabilities in response to determining that the subsequent learning modifier signals are not received. Modifying learning capabilities may include enabling or disabling a learning mode of the learning device and/or adjusting values of variables used to calculate trigger weights of reflexes. When subsequent learning modifier signals are not received, the learning device may reset modified learning capabilities.

Claims

1. A method for modifying learning capabilities within a decentralized system of learning devices, comprising:

receiving, at a learning device, a signal from a nearby device;

determining, in the learning device, whether the received signal is a learning modifier signal based on data within the received signal; and

modifying one or more learning capabilities of the learning device in response to determining that the received signal is the learning modifier signal.

2. The method of claim 1, further comprising;

determining, in the learning device, whether subsequent learning modifier signals are received; and

resetting the modified one or more learning capabilities of the learning device in response to determining that subsequent learning modifier signals are not received.

3. The method of claim 2, wherein:

modifying the one or more learning capabilities of the learning device comprises enabling a learning mode of the learning device; and

resetting the modified one or more learning capabilities of the learning device comprises disabling the learning mode of the learning device.

4. The method of claim 2, wherein:

modifying the one or more learning capabilities of the learning device comprises disabling a learning mode of the learning device; and

resetting the modified one or more learning capabilities of the learning device comprises enabling the learning mode of the learning device.

5. The method of claim 2, wherein:

modifying the one or more learning capabilities of the learning device comprises adjusting values of variables used to calculate trigger weights of reflexes based on the learning modifier signal; and

resetting the modified one or more learning capabilities of the learning device comprises adjusting values of the variables used to calculate the trigger weights of the reflexes to default values.

6. The method of claim 2, further comprising:

initializing a timer in the learning device; and

activating or resetting the timer in response to one of determining that the received signal is the learning modifier signal and determining that the subsequent learning modifier signals are received,

wherein determining, in the learning device, whether subsequent learning modifier signals are received comprises determining, in the learning device, whether subsequent learning modifier signals are received before the timer has expired.

7. The method of claim 6, wherein the timer is set based on data from the learning modifier signal.

8. The method of claim 1, wherein the learning modifier signal includes one or more of:

a learning rate modifier value that indicates whether the learning device should increase or decrease a rate of learning;

a device type that indicates a type of learning device affected by the learning modifier signal;

a learning mode active setting that indicates whether the learning device should enable or disable a learning mode;

a learning rate modifier type that indicates particular types of calculations affected by learning modifier signals; and

a transmission frequency that indicates how often the nearby device will send the learning modifier signals.

9. A computing device, comprising:

means for receiving a signal from a nearby device within a decentralized system of learning devices;

means for determining whether the received signal is a learning modifier signal based on data within the received signal; and

means for modifying one or more learning capabilities of the computing device in response to determining that the received signal is the learning modifier signal.

10. The computing device of claim 9, further comprising

means for determining whether subsequent learning modifier signals are received;

and

means for resetting the modified one or more learning capabilities of the computing device in response to determining that the subsequent learning modifier signals are not received.

11. The computing device of claim 10, wherein:

means for modifying the one or more learning capabilities of the computing device comprises enabling a learning mode of the computing device; and

means for resetting the modified one or more learning capabilities of the computing device comprises disabling the learning mode of the computing device.

12. The computing device of claim 10, wherein:

means for modifying the one or more learning capabilities of the computing device comprises disabling a learning mode of the computing device; and

means for resetting the modified one or more learning capabilities of the computing device comprises enabling the learning mode of the computing device.

13. The computing device of claim 10, wherein:

means for modifying the one or more learning capabilities of the computing device comprises adjusting values of variables used to calculate trigger weights of reflexes based on the learning modifier signal; and

means for resetting the modified one or more learning capabilities of the computing device comprises adjusting values of the variables used to calculate the trigger weights of the reflexes to default values.

14. The computing device of claim 10, further comprising:

means for initializing a timer; and

means for activating or resetting the timer in response to one of determining that the received signal is the learning modifier signal and determining that subsequent learning modifier signals are received,

wherein means for determining whether subsequent learning modifier signals are received comprises means for determining whether subsequent learning modifier signals are received before the timer has expired.

15. The computing device of claim 14, wherein the timer is set based on data from the learning modifier signal.

16. The computing device of claim 9, wherein the learning modifier signal includes one or more of:

a learning rate modifier value that indicates whether the computing device should increase or decrease a rate of learning;

a device type that indicates a type of learning device affected by the learning modifier signal;

a learning mode active setting that indicates whether the computing device should enable or disable a learning mode;

a learning rate modifier type that indicates particular types of calculations affected by learning modifier signals; and

a transmission frequency that indicates how often the nearby device will send the learning modifier signals.

17. A computing device, comprising:

a processor configured with processor-executable instructions to perform operations comprising;

receiving a signal from a nearby device within a decentralized system of learning devices;

determining whether the received signal is a learning modifier signal based on data within the received signal; and

modifying one or more learning capabilities of the computing device in response to determining that the received signal is the learning modifier signal.

18. The computing device of claim 17, wherein the processor is configured with processor-executable instructions to perform operations further comprising

determining whether subsequent learning modifier signals are received;

and

resetting the modified one or more learning capabilities of the computing device in response to determining that subsequent learning modifier signals are not received.

19. The computing device of claim 18, wherein the processor is configured with processor-executable instructions to perform operations such that:

modifying the one or more learning capabilities of the computing device comprises enabling a learning mode of the computing device; and

resetting the modified one or more learning capabilities of the computing device comprises disabling the learning mode of the computing device.

20. The computing device of claim 18, wherein the processor is configured with processor-executable instructions to perform operations such that:

modifying the one or more learning capabilities of the computing device comprises disabling a learning mode of the computing device; and

resetting the modified one or more learning capabilities of the computing device comprises enabling the learning mode of the computing device.

21. The computing device of claim 18, wherein the processor is configured with processor-executable instructions to perform operations such that:

modifying the one or more learning capabilities of the computing device comprises adjusting values of variables used to calculate trigger weights of reflexes based on the learning modifier signal; and

resetting the modified one or more learning capabilities of the computing device comprises adjusting values of the variables used to calculate the trigger weights of the reflexes to default values.

22. The computing device of claim 18, further comprising a timer, wherein the processor is configured with processor-executable instructions to perform operations further comprising:

initializing the timer; and

activating or resetting the timer in response to one of determining that the received signal is the learning modifier signal and determining that subsequent learning modifier signals are received,

wherein determining whether subsequent learning modifier signals are received comprises determining whether subsequent learning modifier signals are received before the timer has expired.

23. The computing device of claim 22, wherein the timer is set based on data from the learning modifier signal.

24. The computing device of claim 17, wherein the learning modifier signal includes one or more of:

a learning rate modifier value that indicates whether the computing device should increase or decrease a rate of learning;

a device type that indicates a type of learning device affected by the learning modifier signal;

a learning mode active setting that indicates whether the computing device should enable or disable a learning mode;

a learning rate modifier type that indicates particular types of calculations affected by learning modifier signals; and

a transmission frequency that indicates how often the nearby device will send the learning modifier signals.

25. A non-transitory processor-readable storage medium having stored thereon processor-executable instructions configured to cause a processor of a computing device to perform operations comprising:

receiving a signal from a nearby device within a decentralized system of learning devices;

determining whether the received signal is a learning modifier signal based on data within the received signal; and

modifying one or more learning capabilities of the computing device in response to determining that the received signal is the learning modifier signal.

26. The non-transitory processor-readable storage medium of claim 25, wherein the stored processor-executable instructions are configured to cause the processor of the computing device to perform operations further comprising

determining whether subsequent learning modifier signals are received;

and

resetting the modified one or more learning capabilities of the computing device in response to determining that the subsequent learning modifier signals are not received.

27. The non-transitory processor-readable storage medium of claim 26, wherein the stored processor-executable instructions are configured to cause the processor of the computing device to perform operations such that:

modifying the one or more learning capabilities of the computing comprises enabling a learning mode of the computing device; and

resetting the modified one or more learning capabilities of the computing device comprises disabling the learning mode of the computing device.

28. The non-transitory processor-readable storage medium of claim 26, wherein the stored processor-executable instructions are configured to cause the processor of the computing device to perform operations such that:

modifying the one or more learning capabilities of the computing device comprises disabling a learning mode of the computing device; and

resetting the modified one or more learning capabilities of the computing device comprises enabling the learning mode of the computing device.

29. The non-transitory processor-readable storage medium of claim 26, wherein the stored processor-executable instructions are configured to cause the processor of the computing device to perform operations such that:

modifying the one or more learning capabilities of the computing device comprises adjusting values of variables used to calculate trigger weights of reflexes based on the learning modifier signal; and

resetting the modified one or more of the learning capabilities of the computing device comprises adjusting values of the variables used to calculate the trigger weights of the reflexes to default values.

30. The non-transitory processor-readable storage medium of claim 26, wherein the stored processor-executable instructions are configured to cause the processor of the computing device to perform operations further comprising:

initializing a timer; and

activating or resetting the timer in response to one of determining that the received signal is the learning modifier signal and determining that subsequent learning modifier signals are received,

wherein determining whether subsequent learning modifier signals are received comprises determining whether subsequent learning modifier signals are received before the timer has expired.