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Fedformer
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Luhuanz committed Apr 15, 2023
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15 changes: 13 additions & 2 deletions transformer time series/Fedformer/fedformer.md
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### Fourier Enhanced Structure

**DFT (Discrete Fourier Transform)**
(a) **DFT (Discrete Fourier Transform)**

Notation

Expand All @@ -140,4 +140,15 @@ Complexity:

- random subset of Fourier basis: $O(N)$

(+mode index before DFT and )
(+mode index before DFT and reverse DFT operations)

(b) **FEB-f ( Frequency Enhanced Block** ( with Fourier Transform )

both used in **Encoder & Decoder**

![image-20230415162928961](fedformer.assets/image-20230415162928961.png)

Process

- step1) linear projected :$q=x.w$
- where $\boldsymbol{w} \in \mathbb{R}^{D \times D}$

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