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Are Transformers Effective for Time Series Forecasting?|填坑
2022-07-27 19:20:00 【思考实践】

论文: Are Transformers Effective for Time Series Forecasting?
代码:https://github.com/cure-lab/DLinear
正如这篇标题一样引人注目,Transformer在时序预测里面真的有效吗?这篇论文在Abstract就质疑了Transformer-based的TSF解决方案的相对高精度不是其结构提取时序特征的能力,相反认为是DMS(Direct-multi-step)预测策略的功劳,然后提出了一种结构简单的模型Dlinear(Decomposition Linear Model),说实话看到各种former的变形,能出一篇这种文章真不错,借用一网友的评价,重剑无锋,大巧不工,这篇论文工作真不错,来自香港中文大学的几个学生。
Transformer用于时间序列预测任务真的有效吗? - 知乎 //中文翻译有自己的见解,评论区也很精彩
Are Transformers Effective for Time Series Forecasting?_哔哩哔哩_bilibili//这个深圳大学的哥们儿讲的挺不错,比较基础
一些论文中的学术名词解释
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