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Author: Frederick Kin Hing Phoa

Affiliation: Academia Sinica, Taiwan

Keyword(s): Stepwise Response Refinement Screener (SRRS), Modified akaike information criterion, Screening experiment, Nonregular fractional factorial design, Supersaturated design.

Related Ontology Subjects/Areas/Topics: Feature Selection and Extraction ; Model Selection ; Pattern Recognition ; Regression ; Sparsity ; Theory and Methods

Abstract: Two-level supersaturated designs are very useful in the screening experiments and the common goal is to identify sparse but dominant active factors with low cost. Recently, a new analysis procedure called the Stepwise Response Refinement Screener (SRRS) method is proposed to screen important effects. This paper extends this method to the two-level nonregular fractional factorial designs. The applications to several reallife examples suggest that the SRRS method is able to retrieve similar results as the existing methods do. Simulation studies show that compared to existing methods in the literature, the SRRS method performs well in terms of the true model identification rate and the average model size.

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Paper citation in several formats:
Kin Hing Phoa, F. (2012). THE STEPWISE RESPONSE REFINEMENT SCREENER (SRRS) AND ITS APPLICATIONS TO ANALYSIS OF FACTORIAL EXPERIMENTS. In Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM; ISBN 978-989-8425-98-0; ISSN 2184-4313, SciTePress, pages 157-161. DOI: 10.5220/0003711101570161

@conference{icpram12,
author={Frederick {Kin Hing Phoa}.},
title={THE STEPWISE RESPONSE REFINEMENT SCREENER (SRRS) AND ITS APPLICATIONS TO ANALYSIS OF FACTORIAL EXPERIMENTS},
booktitle={Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM},
year={2012},
pages={157-161},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003711101570161},
isbn={978-989-8425-98-0},
issn={2184-4313},
}

TY - CONF

JO - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM
TI - THE STEPWISE RESPONSE REFINEMENT SCREENER (SRRS) AND ITS APPLICATIONS TO ANALYSIS OF FACTORIAL EXPERIMENTS
SN - 978-989-8425-98-0
IS - 2184-4313
AU - Kin Hing Phoa, F.
PY - 2012
SP - 157
EP - 161
DO - 10.5220/0003711101570161
PB - SciTePress