Github user yanboliang commented on the issue: https://github.com/apache/spark/pull/15324 I'm against to merge ```theta``` and ```sigma``` together, it should be two individual variables of model. To the question that whether GaussianNB should be part of the ```NaiveBayes``` estimator, I'm ambivalent between these two opinions but I'm more prefer to add another variable ```sigma``` to the model. When it's a gaussian NB model, both ```theta``` and ```sigma``` are effective; otherwise, only ```theta``` is valid. We keep private constructor for all models, so add another variable is not a big issue. I'm open to hear others' thoughts. cc @jkbradley
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