Shivaji Dutta
Shivaji Dutta

Reputation: 41

Google Transformer Architecture (Attention is all you need), is it good for Time Series problems?

I have reading the paper on Transformer Architecture. GRU/LSTM have done well with Time Series problems. I was wondering if anyone has used Transformers for Time Series problems.

Upvotes: 1

Views: 237

Answers (1)

Allohvk
Allohvk

Reputation: 1374

Yes, In the past 2 years several papers have come out using Transformer architecture for time-series problems across business domains. These have been found to work particularly well compared to existing models. For e.g. see one such use case in medical domain - https://arxiv.org/pdf/2001.08317.pdf. This is a more generic writeup: https://towardsdatascience.com/attention-for-time-series-classification-and-forecasting-261723e0006d

Upvotes: 1

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