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Posted to issues@ignite.apache.org by "Maxim Muzafarov (Jira)" <ji...@apache.org> on 2019/10/10 13:12:07 UTC
[jira] [Updated] (IGNITE-10901) [ML][Umbrella] Add support of
regression metrics to evaluate regression models
[ https://issues.apache.org/jira/browse/IGNITE-10901?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Maxim Muzafarov updated IGNITE-10901:
-------------------------------------
Fix Version/s: 2.8
> [ML][Umbrella] Add support of regression metrics to evaluate regression models
> ------------------------------------------------------------------------------
>
> Key: IGNITE-10901
> URL: https://issues.apache.org/jira/browse/IGNITE-10901
> Project: Ignite
> Issue Type: Improvement
> Components: ml
> Affects Versions: 2.8
> Reporter: Alexey Zinoviev
> Assignee: Alexey Zinoviev
> Priority: Critical
> Fix For: 2.8
>
>
> Look at scikit-learn metrics like
> |*Regression*| | |
> |‘explained_variance’|[{{metrics.explained_variance_score}}|https://scikit-learn.org/stable/modules/generated/sklearn.metrics.explained_variance_score.html#sklearn.metrics.explained_variance_score]| |
> |‘neg_mean_absolute_error’|[{{metrics.mean_absolute_error}}|https://scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_absolute_error.html#sklearn.metrics.mean_absolute_error]| |
> |‘neg_mean_squared_error’|[{{metrics.mean_squared_error}}|https://scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html#sklearn.metrics.mean_squared_error]| |
> |‘neg_mean_squared_log_error’|[{{metrics.mean_squared_log_error}}|https://scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_log_error.html#sklearn.metrics.mean_squared_log_error]| |
> |‘neg_median_absolute_error’|[{{metrics.median_absolute_error}}|https://scikit-learn.org/stable/modules/generated/sklearn.metrics.median_absolute_error.html#sklearn.metrics.median_absolute_error]| |
> |‘r2’|[{{metrics.r2_score}}|https://scikit-learn.org/stable/modules/generated/sklearn.metrics.r2_score.html#sklearn.metrics.r2_score]|
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