Various embodiments for a learning device to improve the performance of learned behaviors by requesting information from proximate devices within a decentralized system including a learning device method for generating, by the learning device, a first pattern based upon one or more obtained events, determining whether the first pattern exactly matches a known second pattern, determining whether the first pattern matches the second pattern within a predefined threshold in response to determining that the first pattern does not exactly match the second pattern, identifying a missing event of the second pattern in response to determining that the first pattern matches the second pattern within the predefined threshold, and broadcasting, by the learning device, a message requesting data related to the identified missing event. Data received in response to request messages may be used to recognize that the known second pattern is matched.
Please help me write a proper abstract based on the patent claims. CLAIM: 1. A method for a learning device to perform learned behaviors by requesting information from other devices within a decentralized system, comprising: generating, by the learning device, a first pattern based upon one or more obtained events; determining, by the learning device, whether the first pattern exactly matches a known second pattern; determining, by the learning device, whether the first pattern matches the second pattern within a predefined threshold in response to determining that the first pattern does not exactly match the second pattern; identifying, by the learning device, a missing event of the second pattern in response to determining that the first pattern matches the second pattern within the predefined threshold; and broadcasting, by the learning device, a message requesting data related to the identified missing event. 2. The method of claim 1, further comprising: receiving a response message from another device within the decentralized system; obtaining, by the learning device, the identified missing event based on the received response message; generating, by the learning device, the second pattern from the one or more obtained events and the obtained identified missing event; and performing an operation associated with the generated second pattern. 3. The method of claim 2, wherein performing the operation associated with the generated second pattern comprises performing one of a predefined action associated with the second pattern and adjusting a trigger weight associated with the second pattern. 4. The method of claim 1, further comprising: initializing a timer for each of a plurality of known events, wherein the identified missing event is included in the plurality of the known events; and updating a timer value for the timer for the identified missing event in response to determining that the first pattern matches the second pattern within the predefined threshold, and wherein broadcasting, by the learning device, the message requesting data related to the identified missing event comprises: determining, by the learning device, whether the timer for the identified missing event has elapsed based on the updated timer value; and broadcasting, by the learning device, messages requesting data related to the identified missing event in response to determining that the timer for the identified missing event has elapsed. 5. The method of claim 4, further comprising increasing a duration for the timer for the identified missing event in response to determining that the timer for the identified missing event has elapsed. 6. The method of claim 4, further comprising resetting the timer value for the timer for the identified missing event in response to obtaining the identified missing event after broadcasting messages requesting data related to the identified missing event. 7. The method of claim 1, further comprising: receiving, by the learning device, a request message for data the learning device is capable of providing; and re-configuring, by the learning device, a routine for broadcasting the data the learning device is capable of provided in response to receiving the request message. 8. The method of claim 1, further comprising: receiving, by the learning device, data from one or more reporter devices based on a communication schedule. 9. The method of claim 8, wherein the communication schedule is one of a periodic communication schedule, a synchronized communication schedule, and an on-demand communication schedule. 10. A computing device, comprising: a processor configured with processor-executable instructions to perform operations comprising: generating a first pattern based upon one or more obtained events; determining whether the first pattern exactly matches a known second pattern; determining whether the first pattern matches the second pattern within a predefined threshold in response to determining that the first pattern does not exactly match the second pattern; identifying a missing event of the second pattern in response to determining that the first pattern matches the second pattern within the predefined threshold; and broadcasting a message requesting data related to the identified missing event. 11. The computing device of claim 10, wherein the processor is configured with processor-executable instructions to perform operations further comprising: receiving a response message from another device within a decentralized system, wherein the computing device is within the decentralized system; obtaining the identified missing event based on the received response message; generating the second pattern from the one or more obtained events and the obtained identified missing event; and performing an operation associated with the generated second pattern. 12. The computing device of claim 11, wherein the processor is configured with processor-executable instructions to perform operations such that performing the operation associated with the generated second pattern comprises performing one of a predefined action associated with the second pattern and adjusting a trigger weight associated with the second pattern. 13. The computing device of claim 10, wherein the processor is configured with processor-executable instructions to perform operations further comprising: initializing a timer for each of a plurality of known events, wherein the identified missing event is included in the plurality of the known events; and updating a timer value for the timer for the identified missing event in response to determining that the first pattern matches the second pattern within the predefined threshold, and wherein broadcasting the message requesting data related to the identified missing event comprises: determining whether the timer for the identified missing event has elapsed based on the updated timer value; and broadcasting messages requesting data related to the identified missing event in response to determining that the timer for the identified missing event has elapsed. 14. The computing device of claim 13, wherein the processor is configured with processor-executable instructions to perform operations further comprising increasing a duration for the timer for the identified missing event in response to determining that the timer for the identified missing event has elapsed. 15. The computing device of claim 13, wherein the processor is configured with processor-executable instructions to perform operations further comprising resetting the timer value for the timer for the identified missing event in response to obtaining the identified missing event after broadcasting messages requesting data related to the identified missing event. 16. The computing device of claim 10, wherein the processor is configured with processor-executable instructions to perform operations further comprising: receiving a request message for data the computing device is capable of providing; and re-configuring a routine for broadcasting the data the computing device is capable of provided in response to receiving the request message. 17. A computing device, comprising: means for generating a first pattern based upon one or more obtained events; means for determining whether the first pattern exactly matches a known second pattern; means for determining whether the first pattern matches the second pattern within a predefined threshold in response to determining that the first pattern does not exactly match the second pattern; means for identifying a missing event of the second pattern in response to determining that the first pattern matches the second pattern within the predefined threshold; and means for broadcasting a message requesting data related to the identified missing event. 18. The computing device of claim 17, further comprising: means for receiving a response message from another device within a decentralized system, wherein the computing device is within the decentralized system; means for obtaining the identified missing event based on the received response message; means for generating the second pattern from the one or more obtained events and the obtained identified missing event; and means for performing an operation associated with the generated second pattern. 19. The computing device of claim 18, wherein means for performing the operation associated with the generated second pattern comprises means for performing one of a predefined action associated with the second pattern and adjusting a trigger weight associated with the second pattern. 20. The computing device of claim 17, further comprising: means for initializing a timer for each of a plurality of known events, wherein the identified missing event is included in the plurality of the known events; and means for updating a timer value for the timer for the identified missing event in response to determining that the first pattern matches the second pattern within the predefined threshold, and wherein means for broadcasting the message requesting data related to the identified missing event comprises: means for determining whether the timer for the identified missing event has elapsed based on the updated timer value; and broadcasting messages requesting data related to the identified missing event in response to determining that the timer for the identified missing event has elapsed. 21. The computing device of claim 20, further comprising means for increasing a duration for the timer for the identified missing event in response to determining that the timer for the identified missing event has elapsed. 22. The computing device of claim 20, further comprising means for resetting the timer value for the timer for each of the identified missing event in response to obtaining the identified missing event after broadcasting messages requesting data related to the identified missing event. 23. The computing device of claim 17, further comprising: means for receiving a request message for data the computing device is capable of providing; and means for re-configuring a routine for broadcasting the data the computing device is capable of provided in response to receiving the request message. 24. 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: generating a first pattern based upon one or more obtained events; determining whether the first pattern exactly matches a known second pattern; determining whether the first pattern matches the second pattern within a predefined threshold in response to determining that the first pattern does not exactly match the second pattern; identifying a missing event of the second pattern in response to determining that the first pattern matches the second pattern within the predefined threshold; and broadcasting a message requesting data related to the identified missing event. 25. The non-transitory processor-readable storage medium of claim 24, wherein the stored processor-executable instructions are configured to cause the processor to perform operations further comprising: receiving a response message from another device within a decentralized system, wherein the computing device is within the decentralized system; obtaining the identified missing event based on the received response message; generating the second pattern from the one or more obtained events and the obtained identified missing event; and performing an operation associated with the generated second pattern. 26. The non-transitory processor-readable storage medium of claim 25, wherein the stored processor-executable instructions are configured to cause the processor to perform operations such that performing the operation associated with the generated second pattern comprises performing one of a predefined action associated with the second pattern and adjusting a trigger weight associated with the second pattern. 27. The non-transitory processor-readable storage medium of claim 24, wherein the stored processor-executable instructions are configured to cause the processor to perform operations further comprising: initializing a timer for each of a plurality of known events, wherein the identified missing event is included in the plurality of the known events; and updating a timer value for the timer for the identified missing event in response to determining that the first pattern matches the second pattern within the predefined threshold, and wherein broadcasting the message requesting data related to the identified missing event comprises: determining whether the timer for the identified missing event has elapsed based on the updated timer value; and broadcasting messages requesting data related to the identified missing event in response to determining that the timer for the identified missing event has elapsed. 28. The non-transitory processor-readable storage medium of claim 27, wherein the stored processor-executable instructions are configured to cause the processor to perform operations further comprising increasing a duration for the timer for the identified missing event in response to determining that the timer for the identified missing event has elapsed. 29. The non-transitory processor-readable storage medium of claim 27, wherein the stored processor-executable instructions are configured to cause the processor to perform operations further comprising resetting the timer value for the timer for each of the identified missing event in response to obtaining the identified missing event after broadcasting messages requesting data related to the identified missing event. 30. The non-transitory processor-readable storage medium of claim 24, wherein the stored processor-executable instructions are configured to cause the processor to perform operations further comprising: receiving a request message for data the computing device is capable of providing; and re-configuring a routine for broadcasting the data the computing device is capable of provided in response to receiving the request message.