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Employing the rationale described at the beginning of the section, when a data stream item (hat {d}_{i}) arrives: Check: It is added to the bucket list (mathcal {L}).
Initialize: When a change is detected, the data stream item list (mathcal {D}) is cleared and the randomized power martingale (M_{i}^{epsilon }) is set to 1. Check: When a new data stream item (hat {d}_{i}) arrives, it is appended to list (mathcal {D}) and its "strangeness" s i, with respect to the rest of the items in (mathcal {D}), is computed.
The steps of the algorithm are given below: Check: When a new data stream item (hat {d}_{i}) arrives, it is appended to list (mathcal {D}) and its "strangeness" s i, with respect to the rest of the items in (mathcal {D}), is computed.
If α j or β j do not lie within [α l o α u p ] and [β l o β u p ], then it is assumed that the item (hat {d}_{j}) is produced by a different β distribution B e t a(α j,β j ) and S j is updated following Eq. (1), where (P_{0}=Beta alpha _{|mathcal {D}|}, beta _{|mathcal {D}|})) and P 1=B e t a(α j,β j ).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com