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DPPred: An Effective Prediction Framework with Concise Discriminative Patterns.

Authors :
Shang, Jingbo
Jiang, Meng
Tong, Wenzhu
Xiao, Jinfeng
Peng, Jian
Han, Jiawei
Source :
IEEE Transactions on Knowledge & Data Engineering. Jul2018, Vol. 30 Issue 7, p1226-1239. 14p.
Publication Year :
2018

Abstract

In the literature, two series of models have been proposed to address prediction problems including classification and regression. Simple models, such as generalized linear models, have ordinary performance but strong interpretability on a set of simple features. The other series, including tree-based models, organize numerical, categorical, and high dimensional features into a comprehensive structure with rich interpretable information in the data. In this paper, we propose a novel Discriminative Pattern-based Prediction framework ( [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10414347
Volume :
30
Issue :
7
Database :
Academic Search Index
Journal :
IEEE Transactions on Knowledge & Data Engineering
Publication Type :
Academic Journal
Accession number :
129967000
Full Text :
https://doi.org/10.1109/TKDE.2017.2757476