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https://issues.apache.org/jira/browse/SPARK-16494?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Yanbo Liang updated SPARK-16494:
--------------------------------
    Description: 
breeze 0.12 has been released for more than half a year, and it brings lots of 
new features, performance improvement and bug fixes.
One of the biggest features is LBFGS-B which is an implementation of LBFGS with 
box constraints and much faster for some special case.
We would like to implement Huber loss function for {{LinearRegression}} 
(SPARK-3181) and it requires LBFGS-B as the optimization solver. So we should 
bump up the dependent breeze version to 0.12.

For more features, improvements and bug fixes of breeze 0.12, you can refer the 
following link:
https://groups.google.com/forum/#!topic/scala-breeze/nEeRi_DcY5c

  was:
breeze 0.12 has been released for more than half a year, and it brings lots of 
new features, performance improvement and bug fixes.
One of the biggest features is L-BFGS-B which is a first order optimizer than 
accepts box constraints and more faster for some special cases.
Sine we would like to implement Huber loss function for {{LinearRegression}} 
(SPARK-3181) and it requires L-BFGS-B as the optimization solver. So we should 
bump up the dependent breeze version to 0.12.

For more features, improvements and bug fixes of breeze 0.12, you can refer the 
following link:
https://groups.google.com/forum/#!topic/scala-breeze/nEeRi_DcY5c


> Upgrade breeze to 0.12
> ----------------------
>
>                 Key: SPARK-16494
>                 URL: https://issues.apache.org/jira/browse/SPARK-16494
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML, MLlib
>            Reporter: Yanbo Liang
>
> breeze 0.12 has been released for more than half a year, and it brings lots 
> of new features, performance improvement and bug fixes.
> One of the biggest features is LBFGS-B which is an implementation of LBFGS 
> with box constraints and much faster for some special case.
> We would like to implement Huber loss function for {{LinearRegression}} 
> (SPARK-3181) and it requires LBFGS-B as the optimization solver. So we should 
> bump up the dependent breeze version to 0.12.
> For more features, improvements and bug fixes of breeze 0.12, you can refer 
> the following link:
> https://groups.google.com/forum/#!topic/scala-breeze/nEeRi_DcY5c



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