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Abstract: . Classification is an important problem in the emerging field of data mining. Although classification has been studied extensively in the past, most of the classification algorithms are designed only for memory-resident data, thus limiting their suitability for data mining large data sets. This paper discusses issues in building a scalable classifier and presents the design of SLIQ 1 , a new classifier. SLIQ is a decision tree classifier that can handle both numeric and categorical... (Update)
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BibTeX entry: (Update)
M. Mehta, R. Agrawal, J. Rissanen. SLIQ: A fast scalable classifier for data mining. In 5th Intl. Conf. on Extending Database Technology, March 1996. http://citeseer.ist.psu.edu/mehta96sliq.html More
@inproceedings{ mehta96sliq,
author = "Manish Mehta and Rakesh Agrawal and Jorma Rissanen",
title = "{SLIQ}: A Fast Scalable Classifier for Data Mining",
booktitle = "Extending Database Technology",
pages = "18-32",
year = "1996",
url = "citeseer.ist.psu.edu/mehta96sliq.html" }
Citations (may not include all citations):2177 Programs for Machine Learning (context) - Quinlan - 1993
1262 Classification and Regression Trees (context) - Breiman - 1984
417 Stochastic Complexity in Statistical Inquiry (context) - Rissanen - 1989
200 Neural and Statistical Classification (context) - Michie, Spiegelhalter et al. - 1994
185 Inferring decision trees using minimum description length pr.. (context) - Quinlan, Rivest - 1989
102 Computer Systems that Learn: Classification and Prediction M.. (context) - Weiss, Kulikowski - 1991
100 Database mining: A performance perspective - Agrawal, Imielinski et al. - 1993 DBLP
95 An interval classifier for database mining applications - Agrawal - 1992 ACM DBLP
62 Megainduction: Machine Learning on Very Large Databases (context) - Catlett - 1991
59 Coding decision trees (context) - Wallace, Patrick - 1993 ACM DBLP
54 Meta-learning for multistrategy and parallel learning (context) - Chan, Stolfo - 1993
35 MDL-based decision tree pruning - Mehta, Rissanen et al. - 1995 DBLP
1 to IND Version (context) - Res, Intro - 1992
The graph only includes citing articles where the year of publication is known.
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