Here you can see we have multiple by "alpha". For example if you have unseen feature data. Since it is unseen, the algorithm calculates it's probability as 0. By multiplying this with the probability the entire value is 0. To avoid this alpha is used whose default value is 1.
Alpha Parameter Prevents Zero Probability in Unseen Feature Data
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