توضیحات
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 themost important topics in data mining research and developmen
INTRODUCTION
In an effort to identify some of the most influential algorithms that have been widely used in the data mining community, the IEEE International Conference on Data Mining (ICDM, http://www.cs.uvm.edu/~icdm/) identified the top 10 algorithms in data mining for presentation at ICDM ’06 in Hong Kong. As the first step in the identification process, in September 2006 we invited the ACM KDD Innovation Award and IEEE ICDM Research Contributions Award winners to each nominate up to 10 best-known algorithms in data mining. All except one in this distinguished set of award winners responded to our invitation. We asked each nomination to provide the
following information: (a) the algorithm name, (b) a brief justification, and (c) a representative publication reference. We also advised that each nominated algorithm should have been widely cited and used by other researchers in the field, and the nominations from each nominator as a group should have a reasonable representation of the different areas in data mining
Year : 2008
Publisher : Springer
By : Xindong Wu , Vipin Kumar , J. Ross Quinlan , Joydeep Ghosh , Qiang Yang , Hiroshi Motoda , Geoffrey J , McLachlan , Angus Ng , Bing Liu , Philip S. Yu , Zhi-Hua Zhou , Michael Steinbach , David J. Hand , Dan Steinberg
File Information : English Language / 37 Page / Size : 621 KB
Download : click
سال : 2008
ناشر : Springer
کاری از : Xindong Wu , Vipin Kumar , J. Ross Quinlan , Joydeep Ghosh , Qiang Yang , Hiroshi Motoda , Geoffrey J , McLachlan , Angus Ng , Bing Liu , Philip S. Yu , Zhi-Hua Zhou , Michael Steinbach , David J. Hand , Dan Steinberg
اطلاعات فایل : زبان انگلیسی / 37 صفحه / حجم : 621 KB
لینک دانلود : روی همین لینک کلیک کنید
نقد و بررسیها
هنوز بررسیای ثبت نشده است.