LTSF-Linear
[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?" (by cure-lab)
ETSformer
PyTorch code for ETSformer: Exponential Smoothing Transformers for Time-series Forecasting (by salesforce)
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| LTSF-Linear | ETSformer | |
|---|---|---|
| 1 | 1 | |
| 1,783 | 224 | |
| 7.3% | 0.0% | |
| 4.5 | 0.0 | |
| 3 months ago | over 1 year ago | |
| Python | Python | |
| Apache License 2.0 | BSD 3-clause "New" or "Revised" License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
LTSF-Linear
Posts with mentions or reviews of LTSF-Linear.
We have used some of these posts to build our list of alternatives
and similar projects.
-
[D] Transformer effectiveness for time series forecasting (doubts)
Found relevant code at https://github.com/cure-lab/DLinear + all code implementations here
ETSformer
Posts with mentions or reviews of ETSformer.
We have used some of these posts to build our list of alternatives
and similar projects.
What are some alternatives?
When comparing LTSF-Linear and ETSformer you can also consider the following projects:
tidle-brain - TiDLE time-series forecasting in Tensorflow (Google. paper 2023)
time-series-transformers-review - A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
Crossformer - Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting"
flow-forecast - Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
orbit - A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.