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https://issues.apache.org/jira/browse/MATH-1536?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17349910#comment-17349910
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Gilles Sadowski commented on MATH-1536:
---------------------------------------

More such failures went unsuspected due to left-over usage of 
{{java.util.Random}} (with a fixed seed) in the unit tests of the 
[transforms|https://gitbox.apache.org/repos/asf?p=commons-math.git;a=blob;f=src/test/java/org/apache/commons/math4/transform/RealTransformerAbstractTest.java;h=bc4e4531f190d594239b2688f1103c40c8341012;hb=refs/heads/master#l299].
For now, the workaround will be to relax the tolerances and increase the number 
of retries (surefire-plugin).

> Sensitivity to RNG (unit tests)
> -------------------------------
>
>                 Key: MATH-1536
>                 URL: https://issues.apache.org/jira/browse/MATH-1536
>             Project: Commons Math
>          Issue Type: Task
>            Reporter: Gilles Sadowski
>            Priority: Major
>              Labels: rng, unit-test
>             Fix For: 4.0
>
>
> Several unit tests fail when upgrading to version 1.3 of "Commons RNG":
> {noformat}
> [ERROR] Failures: 
> [ERROR]   LogitTest.testDerivativesWithInverseFunction:195 maxOrder = 2 
> expected:<0.0> but was:<1.0658141036401503E-14>
> [ERROR]   EnumeratedIntegerDistributionTest.testMath1533:196
> [ERROR]   EnumeratedIntegerDistributionTest.testSample:174 expected:<7.84> 
> but was:<7.857073891264003>
> [ERROR]   MiniBatchKMeansClustererTest.testCompareToKMeans:86 Different score 
> ratio 46.645378%!, diff points ratio: 34.716981%
> [ERROR]   CalinskiHarabaszTest.test_compare_to_skLearn:102 
> expected:<597.7763150683217> but was:<559.2829020672648>
> [ERROR]   MultiStartMultivariateOptimizerTest.testCircleFitting:76 
> expected:<69.9597> but was:<69.96228624385736>
> [ERROR]   MultiStartMultivariateOptimizerTest.testRosenbrock:114 numEval=873
> [ERROR]   GaussianRandomGeneratorTest.testMeanAndStandardDeviation:37 
> expected:<1.0> but was:<0.9715310171501561>
> [ERROR]   NaturalRankingTest.testNaNsFixedTiesRandom:227 Array comparison 
> failure
> {noformat}



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