Concepedia

A comprehensive survey on support vector machine classification: Applications, challenges and trends

Jair Cervantes, Farid García‐Lamont, Lisbeth Rodríguez-Mazahua, Asdrúbal López‐Chau

Neurocomputing · 2020 · 2.3K citations · 202 references

Open access

Concepts

ComputingComputer ScienceData ScienceData MiningFeature EngineeringMachine LearningClassificationDecision TreesDimensionality ReductionKernel MethodsPattern RecognitionSupport Vector MachinesLinear Support Vector MachinesMulticlass Support Vector MachinesSupport Vector ClassificationSupport Vector Machine ClassificationSvms

References

202

LIBSVM

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +12

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

Computing, Computer Science, Data Science +12

A Tutorial on Support Vector Machines for Pattern Recognition

Christopher J. C. Burges · Data Mining and Knowledge Discovery · 1998 · 16.4K citations

Computing, Computer Science, Data Mining +13

A training algorithm for optimal margin classifiers

Bernhard E. Boser, Isabelle Guyon, Vladimir Vapnik · 1992 · 11.6K citations

Computing, Computer Science, Computer Vision +16

Least Squares Support Vector Machine Classifiers

Johan A. K. Suykens, Joos Vandewalle · Neural Processing Letters · 1999 · 9.4K citations · Full text

Computing, Computer Science, Data Mining +6