MISSIM: An Incremental Learning-Based Model With Applications to the Prediction of miRNA-Disease Association
IEEE/ACM Transactions on Computational Biology and Bioinformatics(2021)
摘要
In the past few years, the prediction models have shown remarkable performance in most biological correlation prediction tasks. These tasks traditionally use a fixed dataset, and the model, once trained, is deployed as is. These models often encounter training issues such as sensitivity to hyperparameter tuning and “catastrophic forgetting” when adding new data. However, with the development of bi...
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关键词
Diseases,Predictive models,Biological system modeling,Support vector machines,Computational modeling,Sensitivity
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