Reputation: 41
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
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