Distributed regression for heterogeneous data sets

被引:0
|
作者
Xing, Y [1 ]
Madden, MG [1 ]
Duggan, J [1 ]
Lyons, GJ [1 ]
机构
[1] Natl Univ Ireland Univ Coll Galway, Dept Informat Technol, Galway, Ireland
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暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Existing meta-learning based distributed data mining approaches do not explicitly address context heterogeneity across individual sites. This limitation constrains their applications where distributed data are not identically and independently distributed. Modeling heterogeneously distributed data with hierarchical models, this paper extends the traditional meta-learning techniques so that they, can be successfully used in distributed scenarios with context heterogeneity.
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页码:544 / 553
页数:10
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