Concepedia

A Method of Classification Performance Improvement Via a Strategy of Clustering-Based Data Elimination Integrated with k-Fold Cross-Validation

Onur İnan, Mustafa Serter Uzer

Arabian Journal for Science and Engineering · 2020 · 17 citations · 40 references

Concepts

ComputingComputer ScienceData ScienceData MiningMachine LearningStatistical LearningClassificationClustered Data AnalysisData PreprocessingData ReductionEnsemble MethodsUnsupervised LearningCross-validationK-fold Cross-validationK-fold Validation

References

40

Support-Vector Networks

Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 33K citations · Full text

A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection

Ron Kohavi · 1995 · 10.7K citations · Full text

Computing, Computer Science, Data Mining +13

Evaluation of clustering algorithms for financial risk analysis using MCDM methods

Gang Kou, Yi Peng, Guoxun Wang · Information Sciences · 2014 · 761 citations

Management, Finance, Financial Management +14

SSVM: A Smooth Support Vector Machine for Classification

Yuh‐Jye Lee, O. L. Mangasarian · Computational Optimization and Applications · 2001 · 516 citations

Computing, Computer Science, Data Science +12

Design of a hybrid system for the diabetes and heart diseases

Novruz Allahverdi · Expert Systems with Applications · 2007 · 417 citations

Medicine, Cardiology, Health Informatics +10