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Posted to dev@samoa.apache.org by "Gianmarco De Francisci Morales (JIRA)" <ji...@apache.org> on 2015/10/26 10:08:27 UTC
[jira] [Commented] (SAMOA-48) Multiple copies of evaluation
statistics printed in ensemble methods
[ https://issues.apache.org/jira/browse/SAMOA-48?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14973903#comment-14973903 ]
Gianmarco De Francisci Morales commented on SAMOA-48:
-----------------------------------------------------
A similar pattern happens also for VHT alone, but in this case we get one print per attribute.
For coverType, the last instance has 13 non-zero attributes, and we get 13 prints.
> Multiple copies of evaluation statistics printed in ensemble methods
> --------------------------------------------------------------------
>
> Key: SAMOA-48
> URL: https://issues.apache.org/jira/browse/SAMOA-48
> Project: SAMOA
> Issue Type: Bug
> Components: SAMOA-API
> Reporter: Gianmarco De Francisci Morales
>
> When running an ensemble method the evaluation statistics are reported multiple times. Probably, once per classifier in the ensemble.
> We should de-duplicate the output and print the statistics only once.
> To reproduce:
> {code}
> ./bin/samoa local target/SAMOA-Local-0.4.0-incubating-SNAPSHOT.jar "PrequentialEvaluation -l (classifiers.ensemble.Bagging) -s (ArffFileStream -f ../covtypeNorm.arff)"
> {code}
> {code}
> ...
> 2015-10-26 10:50:45,719 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:191) - total evaluation time: 12 seconds for 580000 instances
> 2015-10-26 10:50:45,719 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:183) - last event is received!
> 2015-10-26 10:50:45,719 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:184) - total count: 580000
> 2015-10-26 10:50:45,719 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:187) - org.apache.samoa.evaluation.EvaluatorProcessorid = 0
> evaluation instances,classified instances,classifications correct (percent),Kappa Statistic (percent),Kappa Temporal Statistic (percent)
> 100000.0,122089.0,68.69005397701676,22.105931593255672,-207.85213819763229
> 200000.0,244303.0,70.60330818696455,28.288283767693795,-301.3692505449057
> 300000.0,366827.0,69.57802997053106,43.57425440093415,-345.368559683921
> 400000.0,488954.0,65.99680133509491,39.744010597463216,-423.47218286577856
> 500000.0,611016.0,65.4212000995064,40.65657964083249,-463.8095746384162
> 2015-10-26 10:50:45,719 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:191) - total evaluation time: 12 seconds for 580000 instances
> 2015-10-26 10:50:45,719 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:183) - last event is received!
> 2015-10-26 10:50:45,720 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:184) - total count: 580000
> 2015-10-26 10:50:45,720 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:187) - org.apache.samoa.evaluation.EvaluatorProcessorid = 0
> evaluation instances,classified instances,classifications correct (percent),Kappa Statistic (percent),Kappa Temporal Statistic (percent)
> 100000.0,122089.0,68.69005397701676,22.105931593255672,-207.85213819763229
> 200000.0,244303.0,70.60330818696455,28.288283767693795,-301.3692505449057
> 300000.0,366827.0,69.57802997053106,43.57425440093415,-345.368559683921
> 400000.0,488954.0,65.99680133509491,39.744010597463216,-423.47218286577856
> 500000.0,611016.0,65.4212000995064,40.65657964083249,-463.8095746384162
> 2015-10-26 10:50:45,720 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:191) - total evaluation time: 12 seconds for 580000 instances
> 2015-10-26 10:50:45,720 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:183) - last event is received!
> 2015-10-26 10:50:45,720 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:184) - total count: 580000
> 2015-10-26 10:50:45,720 [main] INFO org.apache.samoa.evaluation.EvaluatorProcessor (EvaluatorProcessor.java:187) - org.apache.samoa.evaluation.EvaluatorProcessorid = 0
> evaluation instances,classified instances,classifications correct (percent),Kappa Statistic (percent),Kappa Temporal Statistic (percent)
> 100000.0,122089.0,68.69005397701676,22.105931593255672,-207.85213819763229
> 200000.0,244303.0,70.60330818696455,28.288283767693795,-301.3692505449057
> 300000.0,366827.0,69.57802997053106,43.57425440093415,-345.368559683921
> 400000.0,488954.0,65.99680133509491,39.744010597463216,-423.47218286577856
> 500000.0,611016.0,65.4212000995064,40.65657964083249,-463.8095746384162
> {code}
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