Article
Evaluating NetMHCpan performance on non-European HLA alleles not present in training data.
Frontiers in immunology - 1 Jan 2023
Atkins Thomas Karl, Solanki Arnav, Vasmatzis George, Cornette James, Riedel Marc
Abstract excerpt
Bias in neural network model training datasets has been observed to decrease prediction accuracy for groups underrepresented in training data. Thus, investigating the composition of training datasets used in machine learning models with healthcare applications is vital to ensure equity. Two such machine learning models are NetMHCpan-4.1 and NetMHCIIpan-4.0, used to predict antigen binding scores to major...
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