2 citations · 3 across the 4 of their papers we have counts for
4 papers
A k nearest neighbours classifiers ensemble based on extended neighbourhood rule and features subsets
Amjad Ali, Muhammad Hamraz, Naz Gul +3
kNN based ensemble methods minimise the effect of outliers by identifying a set of data points in the given feature space that are nearest to an unseen observation in order to pred…
Comparative Analysis of Machine Learning Approaches to Analyze and Predict the Covid-19 Outbreak
Muhammad Naeem, Jian Yu, Muhammad Aamir +3
Background. Forecasting the time of forthcoming pandemic reduces the impact of diseases by taking precautionary steps such as public health messaging and raising the consciousness…
Optimal trees selection for classification via out-of-bag assessment and sub-bagging
Zardad Khan, Naz Gul, Nosheen Faiz +3
The effect of training data size on machine learning methods has been well investigated over the past two decades. The predictive performance of tree based machine learning methods…
Optimal survival trees ensemble
Naz Gul, Nosheen Faiz, Dan Brawn +3
Recent studies have adopted an approach of selecting accurate and diverse trees based on individual or collective performance within an ensemble for classification and regression p…