Class weights random forest algorithm for processing class imbalanced medical data

M Zhu, J **a, X **, M Yan, G Cai, J Yan, G Ning - IEEE access, 2018 - ieeexplore.ieee.org
The classification in class imbalanced data has drawn significant interest in medical
application. Most existing methods are prone to categorize the samples into the majority …

On Taxonomy and Evaluation of Feature Selection‐Based Learning Classifier System Ensemble Approaches for Data Mining Problems

E Debie, K Shafi, K Merrick… - Computational …, 2017 - Wiley Online Library
Ensemble methods aim at combining multiple learning machines to improve the efficacy in a
learning task in terms of prediction accuracy, scalability, and other measures. These …

[BUCH][B] Towards personalized medicine using systems biology and machine learning

C Voichita - 2013 - search.proquest.com
The rate of acquiring biological data has greatly surpassed our ability to interpret it. At the
same time, we have started to understand that evolution of many diseases such as cancer …