Notation
|
Meaning
|
Peptides and alleles |
p
|
A peptide |
a
|
An amino acid of a peptide sequence |
|
A set of peptides |
|
An allele |
Binding |
x/b
|
Original/normalized binding affinity for a peptide-MHC pair |
l
|
Binding level for a peptide-MHC pair |
Embeddings |
e
|
Encoding vector of amino acid type |
r
|
Embedding vector of each amino acid |
o
|
Position embedding of each k-mer amino acids |
R
|
Feature matrix for a peptide sequence |
F
G
|
Feature matrix for a padded peptide sequence (i.e., input of global kernel in ) |
Parameters |
S(·) |
A scoring function |
d
e
|
Dimension of amino acid embedding |
d
f
|
Number of filters in convolution layer |
d
o
|
Dimension of position embedding
|
d
g
|
Number of global kernels in
|
d
r
|
Dimension of hidden units in fully connected layer |
k
|
Kernel size in convolutional neural layer |
w
|
Attention weight learned in attention layer |