Since the hidden positives in U should have the same behaviors as the positives in P in terms of their similarities to pr, we set their minimum similarity as the threshold value ω which is the minimum similarity before a document is considered as a potential negative document: In a noiseless scenario, using the minimum similarity is acceptable.
most real-life applications contain outliers and noisy artifacts.