Classification Publications

Publications in Classification

Explore the most influential research papers and scholarly works that have shaped Classification. Use the concept filter below to focus on a specific sub-area of research.

Classification

14.7K

Publications

Citations

Showing yearly statistics from 2000-2026.

Page 1

	Year	Citations
Classification and Regression Trees. Alexander Gordon, Leo Breiman, Jerome H. Friedman, Biometrics Data Analysis MethodEngineeringMachine LearningData ScienceData Mining	1984	23.8K
Classification and Regression Trees. John Van Ryzin, Leo Breiman, Jerome H. Friedman, Journal of the American Statistical Association Data ClassificationEngineeringMachine LearningData ScienceData Mining	1986	21K
Classification and Regression by randomForest Andy Liaw, Matthew C. Wiener Artificial IntelligenceEngineeringMachine LearningMining MethodsClassification Trees	2007	18.4K
Nearest neighbor pattern classification Thomas M. Cover, Peter E. Hart IEEE Transactions on Information Theory Bayesian Decision TheoryEngineeringMachine LearningBayesian InferenceClassification Method	1967	15.4K
A training algorithm for optimal margin classifiers Bernhard E. Boser, Isabelle Guyon, Vladimir Vapnik EngineeringMachine LearningBiometricsDecision BoundarySupport Vector Machine	1992	11.5K
Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy Fuhui Long, Chen Ding IEEE Transactions on Pattern Analysis and Machine Intelligence EngineeringMachine LearningMutual Information CriteriaDiagnosisFeature Selection	2005	10.2K
Classification and regression trees J. Praagman European Journal of Operational Research Data ClassificationEngineeringMachine LearningData ScienceData Mining	1985	10.2K
Learning from Imbalanced Data Haibo He, Edwardo A. Garcia IEEE Transactions on Knowledge and Data Engineering EngineeringMachine LearningCritical ReviewText MiningData Science	2009	9.2K
Additive logistic regression: a statistical view of boosting (With discussion and a rejoinder by the authors) Jerome H. Friedman, Trevor Hastie, Robert Tibshirani The Annals of Statistics EngineeringMachine LearningText MiningClassification MethodData Science	2000	6.9K
The random subspace method for constructing decision forests Tin Kam Ho IEEE Transactions on Pattern Analysis and Machine Intelligence EngineeringMachine LearningClassification MethodData ScienceData Mining	1998	6.7K
Basic principles of ROC analysis Charles E. Metz Seminars in Nuclear Medicine Data ClassificationClassification MethodEngineeringBasic PrinciplesData Mining	1978	6K
A systematic analysis of performance measures for classification tasks Marina Sokolova, Guy Lapalme Information Processing & Management Classification MethodEngineeringMachine LearningData ScienceData Mining	2009	6K

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