On the Influence of Class Noise in Medical Data Classification: Treatment Using Noise Filtering Methods

Effect of label noise in the complexity of classification problems

(2015) Luís P.F. Garcia et al.   NEUROCOMPUTING

Dimensionality reduction of medical big data using neural-fuzzy classifier

(2014) Ahmad Taher Azar et al.   SOFT COMPUTING

Classification in the Presence of Label Noise: A Survey

(2014) Benoit Frenay et al.   IEEE Transactions on Neural Networks and Learning Systems

A hybrid classifier committee for analysing asymmetry features in breast thermograms

(2013) Bartosz Krawczyk et al.   APPLIED SOFT COMPUTING

Knowledge discovery in clinical decision support systems for pain management: A systematic review

(2013) Nuno Pombo et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Cytological image analysis with firefly nuclei detection and hybrid one-class classification decomposition

(2013) Bartosz Krawczyk et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Tackling the problem of classification with noisy data using Multiple Classifier Systems: Analysis of the performance and robustness

(2013) José A. Sáez et al.   INFORMATION SCIENCES

Analyzing the presence of noise in multi-class problems: alleviating its influence with the One-vs-One decomposition

(2012) José A. Sáez et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Predicting noise filtering efficacy with data complexity measures for nearest neighbor classification

(2012) José A. Sáez et al.   PATTERN RECOGNITION

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

(2009) Salvador García et al.   INFORMATION SCIENCES

Mining With Noise Knowledge: Error-Aware Data Mining

(2008) Xindong Wu et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS