Table 3.
List of different types of circRNA-disease prediction models
Model name | Core algorithm | Model type | Source code |
---|---|---|---|
PCWCDA | DFS algorithm | Network algorithm-based model | Unavailable |
BRWSP | Biased random walk algorithm | Network algorithm-based model | Unavailable |
KATZHCDA | KATZ | Network algorithm-based model | Unavailable |
KATZCPDA | KATZ | Network algorithm-based model | Unavailable |
IBNPKATZ | Bipartite network projection algorithm and KATZ | Network algorithm-based model | Unavailable |
NCPCDA | Network consistency projection | Network algorithm-based model | Unavailable |
DWNCPCDA | DeepWalk and network consistency projection | Network algorithm-based model | Unavailable |
LLCDC | LLC and label propagation algorithm | Network algorithm-based model | Unavailable |
CD-LNLP | Label propagation algorithm | Network algorithm-based model | Unavailable |
DWNN-RLS | Regularized least squares of kronecker product kernel | The first type of machine learning-based model | Unavailable |
RWRLCDA | Random work and logistic regression | The first type of machine learning-based model | Unavailable |
MRLDC | Manifold regularization-learning | The first type of machine learning-based model | Unavailable |
iCircDA-MF | Matrix factorization | The first type of machine learning-based model | Unavailable |
GMCDA | Graph-based multi-label learning | The first type of machine learning-based model | Unavailable |
iCDA-CMG | Collective Matrix completion | The first type of machine learning-based model | Unavailable |
NMFIBAC | Non-negative matrix factorization | The first type of machine learning-based model | Unavailable |
SIMCCDA | Speedup inductive matrix completion | The first type of machine learning-based model | https://github.com/bioinformaticsAHU /SIMCCDA |
PreCDA | PersonalRank algorithm | The first type of machine learning-based model | https://github.com/wythit/PreCDA |
ICFCDA | Collaboration filtering | The first type of machine learning-based model | Unavailable |
RWRKNN | Random walk with restart and KNN | The second type of machine learning-based model | Unavailable |
iCDA-CGR | SVM | The second type of machine learning-based model | Unavailable |
GBDTCDA | GBDT | The second type of machine learning-based model | Unavailable |
DFPUCDA | DF | The second type of machine learning-based model | https://github.com/xzenglab/DeepDCR |
CNNCDA | CNN | The second type of machine learning-based model | Unavailable |
GCNCDA | Graph Convolutional Network | The second type of machine learning-based model | Unavailable |
AE-DNN | Autoencoder and DNN | The second type of machine learning-based model | Unavailable |
AE-RF | Autoencoder and RF | The second type of machine learning-based model | https://github.com/Deepthi-K523 /AE-RF |