Top 10 Algorithms in Data Mining

Wu, X., Kumar, V., Quinlan, J. R., Ghosh, J., Yang, Q., Motoda, H., McLachlan, G. J., Ng, A., Liu, B., Yu, P. S., Zhou, Z. H., Steinbach, M., Hand, D. J. and Steinberg, D. (2008) Top 10 Algorithms in Data Mining. Knowledge and Information Systems, 14 1: 1-37. doi:10.1007/s10115-007-0114-2

Author Wu, X.
Kumar, V.
Quinlan, J. R.
Ghosh, J.
Yang, Q.
Motoda, H.
McLachlan, G. J.
Ng, A.
Liu, B.
Yu, P. S.
Zhou, Z. H.
Steinbach, M.
Hand, D. J.
Steinberg, D.
Title Top 10 Algorithms in Data Mining
Journal name Knowledge and Information Systems   Check publisher's open access policy
ISSN 0219-1377
Publication date 2008
Year available 2007
Sub-type Article (original research)
DOI 10.1007/s10115-007-0114-2
Volume 14
Issue 1
Start page 1
End page 37
Total pages 37
Editor Wah, B.
Wu, X.
Place of publication London
Publisher Springer
Collection year 2008
Language eng
Subject 230204 Applied Statistics
780101 Mathematical sciences
010401 Applied Statistics
0104 Statistics
Abstract This paper presents the top 10 data mining algorithms identified by the IEEE International Conference on Data Mining (ICDM) in December 2006: C4.5, k-Means, SVM, Apriori, EM, PageRank, AdaBoost, kNN, Naive Bayes, and CART. These top 10 algorithms are among the most influential data mining algorithms in the research community. With each algorithm, we provide a description of the algorithm, discuss the impact of the algorithm, and review current and further research on the algorithm. These 10 algorithms cover classification, clustering, statistical learning, association analysis, and link mining, which are all among the most important topics in data mining research and development.
Q-Index Code C1
Q-Index Status Confirmed Code
Additional Notes Published online 4 December 2007 and in journal 2008.

Version Filter Type
Citation counts: TR Web of Science Citation Count  Cited 755 times in Thomson Reuters Web of Science Article | Citations
Scopus Citation Count Cited 1122 times in Scopus Article | Citations
Google Scholar Search Google Scholar
Created: Wed, 09 Apr 2008, 10:47:28 EST by Marie Grove on behalf of School of Mathematics & Physics