[ https://issues.apache.org/jira/browse/SPARK-3207?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Xiangrui Meng resolved SPARK-3207. ---------------------------------- Resolution: Fixed Fix Version/s: 1.2.0 Issue resolved by pull request 2780 [https://github.com/apache/spark/pull/2780] > Choose splits for continuous features in DecisionTree more adaptively > --------------------------------------------------------------------- > > Key: SPARK-3207 > URL: https://issues.apache.org/jira/browse/SPARK-3207 > Project: Spark > Issue Type: Improvement > Components: MLlib > Reporter: Joseph K. Bradley > Assignee: Qiping Li > Priority: Minor > Fix For: 1.2.0 > > > DecisionTree splits on continuous features by choosing an array of values > from a subsample of the data. > Currently, it does not check for identical values in the subsample, so it > could end up having multiple copies of the same split. This is not an error, > but it could be improved to be more adaptive to the data. > Proposal: In findSplitsBins, check for identical values, and do some > searching in order to find a set of unique splits. Reduce the number of > splits if there are not enough unique candidates. > This would require modifying findSplitsBins and making sure that the number > of splits/bins (chosen adaptively) is set correctly elsewhere in the code > (such as in DecisionTreeMetadata). -- This message was sent by Atlassian JIRA (v6.3.4#6332) --------------------------------------------------------------------- To unsubscribe, e-mail: issues-unsubscr...@spark.apache.org For additional commands, e-mail: issues-h...@spark.apache.org