公开(公告)号：US10536351B2

公开(公告)日：2020-01-14

申请号：US15224440

申请日：2016-07-29

Applicant: Splunk Inc.

Inventor： Pradeep B. Nagaraju ,  Adam Jamison Oliner ,  Brian Matthew Gilmore ,  Erick Anthony Dean ,  Jiahan Wang

IPC: G06F15/177 ,  H04L12/26 ,  H04L12/24 ,  G06N20/00 ,  G06F16/901 ,  G06F16/9038

Abstract: Disclosed is a technique that can be performed by an electronic device. The technique can include generating timestamped events, where the timestamped events include raw data generated by electronic device. The technique can further include obtaining results by performing a operation on the timestamped events, in accordance with instructions. The technique can further include sending the results or indicia thereof over a network to a server computer system, and receiving back new instructions generated by the server computer system based on the sent results. Lastly, the technique can include performing a new operation on timestamped events including raw data generated based by the electronic device, where the new operation can be performed in accordance with the new instructions to obtain new results.

公开(公告)号：US20200012966A1

公开(公告)日：2020-01-09

申请号：US16573745

申请日：2019-09-17

Applicant: Splunk Inc.

Inventor： Pradeep Baliganapalli Nagaraju ,  Adam Jamison Oliner ,  Brian Matthew Gilmore ,  Erick Anthony Dean ,  Jiahan Wang

IPC: G06N20/00

Abstract: Disclosed is a technique that can be performed by an electronic device. The electronic device can generate time-stamped events, extract training data from the time-stamped events, and sending the training data over a network to a remote computer. The electronic device can receive model data generated by the remote computer from the training data by use of a machine learning process, update a local model of the electronic device based on the received model data, and generate an output by processing locally sourced data of the electronic device with the updated local model.

公开(公告)号：US10460255B2

公开(公告)日：2019-10-29

申请号：US15224439

申请日：2016-07-29

Applicant: Splunk Inc.

Inventor： Pradeep B. Nagaraju ,  Adam Jamison Oliner ,  Brian Matthew Gilmore ,  Erick Anthony Dean ,  Jiahan Wang

IPC: G06N20/00 ,  G06F11/30

Abstract: Disclosed is a technique that can be performed by an electronic device. The technique can include generating raw data based on inputs to the electronic device, and sending the raw data or data items over a network to a server computer system. The sent raw data or the data items can include training data. The technique can further include receiving global model data from the server computer system over the network. The global model data may have been derived from the training data in accordance with a machine learning process. The technique can further include generating an updated local model by updating a local model associated with the electronic device based on the received global model data, and processing local data based on the updated local model to generate output data. The local data can include raw data or data items generated based on inputs to the electronic device.