| adaSample | Implementation of AdaSampling for positive unlabelled and label noise learning. | 
| adaSvmBenchmark | Benchmarking AdaSampling efficacy on noisy labelled data. | 
| brca | Wisconsin Breast Cancer Database (1991) | 
| singleIter | 'singleIter()' applies a single iteraction of AdaSampling procedure. It returns the probabilities of all samples as being a positive (P) or negative (N) instance, as a two column data frame. | 
| weightedKNN | Implementation of a feature weighted k-nearest neighbour classifier. |