161 citations · 439 across the 10 of their papers we have counts for
5 papers · 1 filter
Vesicoureteral Reflux Detection with Reliable Probabilistic Outputs
Harris Papadopoulos, George Anastassopoulos
Vesicoureteral Reflux (VUR) is a pediatric disorder in which urine flows backwards from the bladder to the upper urinary tract. Its detection is of great importance as it increases…
Android Malware Detection with Unbiased Confidence Guarantees
Harris Papadopoulos, Nestoras Georgiou, Charalambos Eliades +1
The impressive growth of smartphone devices in combination with the rising ubiquity of using mobile platforms for sensitive applications such as Internet banking, have triggered a…
Reliable Probabilistic Classification with Neural Networks
Harris Papadopoulos
Venn Prediction (VP) is a new machine learning framework for producing well-calibrated probabilistic predictions. In particular it provides well-calibrated lower and upper bounds f…
Reliable Prediction Intervals with Regression Neural Networks
Harris Papadopoulos, Haris Haralambous
This paper proposes an extension to conventional regression Neural Networks (NNs) for replacing the point predictions they produce with prediction intervals that satisfy a required…
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels
Lysimachos Maltoudoglou, Andreas Paisios, Ladislav Lenc +3
We extend our previous work on Inductive Conformal Prediction (ICP) for multi-label text classification and present a novel approach for addressing the computational inefficiency o…