From: A novel two-way rebalancing strategy for identifying carbonylation sites
Notations | Explanations |
---|---|
\(X_{neg} \in \mathbb {R} ^{d \times M}\) | The negative samples set. |
\(X_{neg_i} \in \mathbb {R} ^d\) | The i-th sample of negative samples set. |
\(Att1_i \in \mathbb {R} ^d\) | The attention values between \(X_{neg_i}\) and each sample of negative samples set. |
t | The noise variable. |
pt(t) | The prior of t. |
\(G(t,\theta )\) | The generator that maps samples from the original space to the low-dimension space |
and consists of multi-layer perceptron. | |
\(D(t,\theta )\) | The discriminator and distribution of that represents the probability that sample |
comes from the true samples set instead of the generator. | |
\(X_i \in \mathbb {R} ^d\) | The i-th sample of samples set. |
\(y_i\) | The i-th label of samples set. |