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Variance Components

From a statistical viewpoint, what are the dangers with treating a negative variance from the EMS method as zero? And why would you use REML or Bayesian Instead?

Re: Variance Components

For EMS vs REML, take a look here, particularly the section ''REML vs. EMS . . . '. For the Bayesian approach used in JMP, see Laura's 2015 Discovery paper.

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