A generalized covariate-adjusted top-scoring pair algorithm with applications to diabetic kidney disease stage classification in the Chronic Renal Insufficiency Cohort (CRIC) Study.
Brian KwanTobias FuhrerDaniel MontemayorJeffery C. FinkJiang HeChi-yuan HsuKaren MesserRobert G. NelsonMinya PuAna C. RicardoHernan Rincon-CholesVallabh O. ShahHongping YeJing ZhangKumar SharmaLoki NatarajanPublished in: BMC Bioinform. (2023)
Keyphrases
- classification algorithm
- classification method
- dynamic programming
- k means
- worst case
- preprocessing stage
- detection algorithm
- support vector machine svm
- cost function
- optimization algorithm
- machine learning
- classification scheme
- roc curve
- matching algorithm
- expectation maximization
- optimal solution
- np hard
- computational complexity
- objective function
- segmentation algorithm
- feature selection algorithms
- preprocessing
- neural network
- support vector machine
- search space
- similarity measure
- decision trees
- health care
- feature selection
- accuracy rate