2013 · 71 citations · 15 references
ComputingComputer ScienceData MiningMachine LearningStatistical LearningClassificationDecision TreesSupport Vector MachinesClassification AlgorithmsDecision Tree ClassificationKnowledge Discovery ProcessesMachine Learning ClassificationMachine Learning-based ClassificationNearest-neighbor ClassificationSupport Vector ClassificationSupport Vector Machine Classification
Data mining (DM) is a most popular knowledge acquisition method for knowledge discovery. Classification is one of the data mining (machining learning) technique that maps the data into the predefined class and group's. It is used to predict group membership for data instance. There are many areas that adapt Data Mining techniques such as medical, marketing, telecommunications, and stock, health care and so on. This paper presents the various classification techniques including decision tree, Support vector Machine, Nearest Neighbor etc. This survey provides a comparative Analysis of various classification algorithms.
15
Data mining: concepts and techniques
Jiawei Han, Micheline Kamber · Choice Reviews Online · 2012 · 28.9K citations
Nearest neighbor pattern classification
Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory · 1967 · 16.1K citations
J. R. Quinlan · Machine Learning · 1986 · 12.4K citations · Full text
Data Mining - Concepts and Techniques.
Petra Perner · Künstliche Intell. · 2002 · 4.9K citations
Nir Friedman, Dan Geiger, Moisés Goldszmidt · Machine Learning · 1997 · 4.7K citations · Full text