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A probabilistic or statistical model thought about as describing how the values in a sample is actually generated, and not only as a description or approximation.

4 votes
0 answers
323 views

Are there nonparametric generative models for datasets?

Typically when I see generative models, e.g., Latent Dirichlet Allocation (JMLR) or Linear/Quadratic Discriminant Analysis (wikipedia LDA), they are probabilistic models that belong to the exponential …
Sleepy 17's user avatar
4 votes
2 answers
125 views

Is there a measure or notion of correlation (or association) without assuming finite second ...

When we study correlation or association in real data, do we always (implicitly) assume a finite second order moment for any hypothetical population distribution? If we do not assume this, what statis …
Sleepy 17's user avatar