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[Q] Is normalization needed before running mRSC

Open JonathanTaws opened this issue 5 years ago • 2 comments

Hi,

Thanks for making available your implementation of mRSC! Given that multidimensional timeseries can have different scales, is it needed/beneficial in theory to perform normalization before feeding in the data?

JonathanTaws avatar Aug 29 '19 14:08 JonathanTaws

Yes normalization always helps, it allows you to weigh different metrics appropriately.

vishalmisra avatar Oct 16 '19 18:10 vishalmisra

@vishalmisra would there be a recommended way of doing normalization over the multivariate timeseries? Normalization can introduce biases in the data and the relationships the algorithm is trying to learn.

JonathanTaws avatar Oct 23 '19 16:10 JonathanTaws