Universal transformer in streaming time series data

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Sergio Ryan

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Nov 12, 2018, 4:57:30 AM11/12/18
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Has anyone ever tried to use a universal transformer or transformer with a streaming time series data not related to NLP? For example in system log entries or or some sort of data collected from sensor periodic measurements? Am I in the right way if I want to use universal transformer in T2T for modeling time series data and predicting a set of sequences in the future or classifying some sort of time series data other than natural languages?

Aleksas Pielikis

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Dec 11, 2018, 4:11:30 AM12/11/18
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I was thnging to try TransformerEncoder to predict a malfunction in electric system from periodic measurements within a specific time period which is a binary classification problem in a similar fasion an IMDB sentiment classifier. But haven't tried it yet.

Sergio Ryan

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Jan 24, 2019, 4:22:04 AM1/24/19
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Yes my problem resembles yours. I have a set of timeseries data that I need to classify in a multi-class classification fashion. I am trying to use the Timeseries Problem subclass now with a TransformerEncoder or the universal one. Haven't got it right tho.
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