Non-strict heterogeneous Stacking

Niall Rooney; David Patterson; Christopher Nugent

doi:10.1016/j.patrec.2007.01.018

Non-strict heterogeneous Stacking

Niall Rooney, David Patterson, Christopher Nugent

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	1050-1061
Journal	Pattern Recognition Letters
Volume	28
Issue number	9
DOIs	https://doi.org/10.1016/j.patrec.2007.01.018
Publication status	Published (in print/issue) - 1 Jul 2007

Bibliographical note

Other Details
------------------------------------
The paper provides an advanced ensemble schema for regression based on the integration approach of stacking. Results from this work showed advancements in performance in comparison with a series of conventional baseline methods. This work has been driven by ongoing research in intelligent data analysis and has built on the research efforts and outputs sustained over a period of time. The core ensemble schema within this work has led to the development of further ensemble schemas, the results of which have been published in further papers (Pattern Recognition, 40(4), 2007; Encyclopedia of Data Warehousing, 2nd Edition, in press).

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10.1016/j.patrec.2007.01.018

Cite this

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title = "Non-strict heterogeneous Stacking",

author = "Niall Rooney and David Patterson and Christopher Nugent",

note = "Other Details ------------------------------------ The paper provides an advanced ensemble schema for regression based on the integration approach of stacking. Results from this work showed advancements in performance in comparison with a series of conventional baseline methods. This work has been driven by ongoing research in intelligent data analysis and has built on the research efforts and outputs sustained over a period of time. The core ensemble schema within this work has led to the development of further ensemble schemas, the results of which have been published in further papers (Pattern Recognition, 40(4), 2007; Encyclopedia of Data Warehousing, 2nd Edition, in press).",

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