Mathematical theory of statistics, concerned with formal definitions and general results.

Mathematical statistics is the study of statistics from a mathematical point of view, concerned with formal definitions and general results.

References

The following threads contain extensive references for studying mathematical statistics:

The following journals are dedicated to research in mathematical statistics:

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