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DPPred: An Effective Prediction Framework with Concise Discriminative Patterns.
- 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