[jira] [Created] (FLINK-5525) Streaming Version of a Linear Regression model

classic Classic list List threaded Threaded
1 message Options
Reply | Threaded
Open this post in threaded view
|

[jira] [Created] (FLINK-5525) Streaming Version of a Linear Regression model

Shang Yuanchun (Jira)
Stavros Kontopoulos created FLINK-5525:
------------------------------------------

             Summary: Streaming Version of a Linear Regression model
                 Key: FLINK-5525
                 URL: https://issues.apache.org/jira/browse/FLINK-5525
             Project: Flink
          Issue Type: New Feature
          Components: Machine Learning Library
            Reporter: Stavros Kontopoulos


Given the nature of Flink we should have a streaming version of the algorithms when possible.
Update of the model should be done on a per window basis.
An extreme case is: https://en.wikipedia.org/wiki/Online_machine_learning

Resources

[1] http://scikit-learn.org/dev/modules/scaling_strategies.html#incremental-learning
[2] http://stats.stackexchange.com/questions/6920/efficient-online-linear-regression




--
This message was sent by Atlassian JIRA
(v6.3.4#6332)