The R package morphonode is an ensemble predictor for malignancy prediction and patient stratification in four signatures. The package uses 14 ultrasound features, processed by four modules: (i) malignancy prediction through random forest classifiers (Morphonode-RFC), (ii) malignancy risk estimation via robust binomial modeling (Morphonode-RBM), (iii) signature detection using decision trees (Morphonode-DT), and (iv) search for similar ultrasound profiles (Morphonode-SP). The methodology, referred to as Morphonode Predictive Model, is described in Fragomeni et al. <https://doi.org/0000/0000>.
Package details |
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Maintainer | Fernando Palluzzi <fernando.palluzzi@gmail.com> |
License | GPL-3 |
Version | 1.0.0 |
URL | https://github.com/Morphonodepredictivemodel/morphonode |
Package repository | View on GitHub |
Installation |
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