article Open AccessTop 1% cited
A comprehensive survey on support vector machine classification: Applications, challenges and trends
Neurocomputing · 2020 · Vol. 408 · pp. 189–215
Jair Cervantes✉(Universidad Autónoma del Estado de México)Farid García‐Lamont(Universidad Autónoma del Estado de México)Lisbeth Rodríguez-Mazahua(Instituto Tecnologico de Orizaba)Asdrúbal López‐Chau(Universidad Autónoma del Estado de México)
Face and Expression RecognitionImbalanced Data Classification TechniquesText and Document Classification TechnologiesSupport vector machineMachine learningArtificial intelligenceComputer scienceRanking SVMData miningPattern recognition (psychology)
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References
Single-layer learning revisited: a stepwise procedure for building and training a neural network
Neurocomputing · 1990 · 823 citations
Evolutionary tuning of multiple SVM parameters
Neurocomputing · 2005 · 505 citations
The condensed nearest neighbor rule (Corresp.)
IEEE Transactions on Information Theory · 1968 · 1,717 citations
Comparing support vector machines with Gaussian kernels to radial basis function classifiers
IEEE Transactions on Signal Processing · 1997 · 1,388 citations
Robust Classification for Imprecise Environments
Machine Learning · 2001 · 1,194 citations
Machine learning in automated text categorization
ACM Computing Surveys · 2002 · 7,857 citations
Support vector machines for histogram-based image classification
IEEE Transactions on Neural Networks · 1999 · 1,460 citations
Representation Learning: A Review and New Perspectives
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 12,724 citations
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