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Patrick Skillman-Lawrence
mhc_rank
Commits
e7a34fb3
Commit
e7a34fb3
authored
5 years ago
by
Tim O'Donnell
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@@ -76,7 +76,7 @@ master_doc = 'index'
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# General information about the project.
# General information about the project.
project
=
'
MHCflurry
'
project
=
'
MHCflurry
'
copyright
=
'
201
7
, Timothy O
\'
Donnell
'
copyright
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'
201
9
, Timothy O
\'
Donnell
'
author
=
'
Timothy O
\'
Donnell
'
author
=
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Timothy O
\'
Donnell
'
# The version info for the project you're documenting, acts as replacement for
# The version info for the project you're documenting, acts as replacement for
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intro
intro
commandline_tutorial
commandline_tutorial
python_tutorial
python_tutorial
models_supported_alleles
models
commandline_tools
commandline_tools
api
api
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Details on the released predictor
==================================
The released MHCflurry predictor consists of an ensemble of 8-16 models for each
supported allele. Each model in the ensemble was trained on a random 80% sample
of the data for the allele, with 10% held out for early stopping and 10%
held out for model selection. Model selection additionally made use of mass-spec
data when available for an allele.
The predictions are taken to be the geometric mean of the nM binding affinity
predictions of the individual models. The script we run to train these models is in
"downloads-generation/models_class1/GENERATE.sh" in the repository.
Alleles
-------------------------------------------------------------
.. include:: /_build/_alleles_info.rst
Neural network architectures
-------------------------------------------------------------
.. include:: /_build/_models_info.rst
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.. _models_supported_alleles:
Supported alleles and peptide lengths
=====================================
.. include:: /_build/_models_supported_alleles.rst
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