To save your repository of custom Filters and Measures with a dashboard, you can do so from the Document Distribution Properties window. To bring it up, navigate to File->Distribution Properties.

In this window, mark the 'Save custom sets and formulas with document' option and click OK.

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Distribution properties are saved in the PSM file itself, therefore you must save your document in order for your changes to take affect.
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