On equivalence of fractional factorial designs based on singular value decomposition |
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Authors: | T.I. Katsaounis A.M. Dean Bradley Jones |
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Affiliation: | 1. Department of Mathematics, The Ohio State University, 1680 University Drive, Mansfield, OH 44906, USA;2. Department of Statistics, The Ohio State University, 1958 Neil Avenue, Columbus, OH 43210, USA;3. JMP, SAS Institute, Cary, NC 27517, USA;4. Universiteit Antwerpen, Antwerpen, Belgium |
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Abstract: | The singular value decomposition of a real matrix always exists and is essentially unique. Based on the singular value decomposition of the design matrices of two general 2-level fractional factorial designs, new necessary and sufficient conditions for the determination of combinatorial equivalence or non-equivalence of the corresponding designs are derived. Equivalent fractional factorial designs have identical statistical properties for estimation of factorial contrasts and for model fitting. Non-equivalent designs, however, may have the same statistical properties under one particular model but different properties under a different model. Results extend to designs with factors at larger number of levels. |
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Keywords: | Factorial design Combinatorial equivalence Design equivalence Design isomorphism Singular value decomposition |
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