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Hidden projection properties of some nonregular fractional factorial designs and their applications. (English) Zbl 1028.62065

Summary: In factor screening, often only a few factors among a large pool of potential factors are active. Under such assumption of effect sparsity, in choosing a design for factor screening, it is important to consider projections of the design onto small subsets of factors. C. S. Cheng [Ann. Stat. 23, 1223-1233 (1995; Zbl 0838.62061); see also Biometrika 85, 491-495 (1998; Zbl 0932.62086)] showed that as long as the run size of a two-level orthogonal array of strength two is not a multiple of 8, its projection onto any four factors allows the estimation of all the main effects and two-factor interactions when the higher-order interactions are negligible. This result applies, for example, to all Plackett-Burman designs whose run sizes are not multiples of 8.
It is shown here that the same hidden projection property also holds for Paley designs [R. E. A. C. Paley, J. Math. Phys., Mass. Inst. Techn. 12, 311-320 (1933; Zbl 0007.10004)] of sizes greater than 8, even when their run sizes are multiples of 8. A key result is that such designs do not have defining words of length three or four. Applications of this result to the construction of \(E(s^2)\)-optimal supersaturated designs are also discussed. In particular, certain designs constructed by using C. F. J. Wu’s method [Biometrika 80, 661-669 (1993)] are shown to be \(E(s^2)\)-optimal. The article concludes with some three-level designs with good projection properties.

MSC:

62K15 Factorial statistical designs
62K05 Optimal statistical designs
Full Text: DOI

References:

[1] BOOTH, K. H. V. and COX, D. R. (1962). Some sy stematic supersaturated designs. Technometrics 4 489-495. · Zbl 0109.12201 · doi:10.2307/1266285
[2] BOX, G. E. P. and BISGAARD, S. (1993). What can you find out from 12 experimental runs? Quality Engineering 5 663-668.
[3] BOX, G. E. P. and Ty SSEDAL, J. (1996). Projective properties of certain orthogonal array s. Biometrika 83 950-955. JSTOR: · Zbl 0883.62087 · doi:10.1093/biomet/83.4.950
[4] CHENG, C.-S. (1995). Some projection properties of orthogonal array s. Ann. Statist. 23 1223-1233. · Zbl 0838.62061 · doi:10.1214/aos/1176324706
[5] CHENG, C.-S. (1997). E(s2)-optimal supersaturated designs. Statist. Sinica 7 929-939. · Zbl 1067.62560
[6] CHENG, C.-S. (1998a). Some hidden projection properties of orthogonal array s with strength three. Biometrika 85 491-495. JSTOR: · Zbl 0932.62086 · doi:10.1093/biomet/85.2.491
[7] CHENG, C.-S. (1998b). Projectivity and resolving power. J. Combin. Inform. Sy stem Sci. 23 47-58. · Zbl 1217.62115
[8] CHENG, S. W. and WU, C. F. J. (2001). Factor screening and response surface exploration (with discussion). Statist. Sinica 11 553-604. · Zbl 0998.62065
[9] CONSTANTINE, G. M. (1987). Combinatorial Theory and Statistical Design. Wiley, New York. · Zbl 0617.05002
[10] DENG, L. Y. and TANG, B. (1999). Generalized resolution and minimum aberration criteria for Plackett-Burman and other nonregular factorial designs. Statist. Sinica 9 1071-1082. · Zbl 0942.62084
[11] HASSE, H. (1936). Zur Theorie der abstrakten elliptischen Funktionenkorper. I-III. J. Reine Angew. Math. 175 55-62, 69-88, 193-208. · Zbl 0014.24902 · doi:10.1515/crll.1936.175.193
[12] HEDAy AT, A. S., SLOANE, N. J. A. and STUFKEN, J. (1999). Orthogonal Array s. Springer, New York.
[13] LIN, D. K. J. (1993). A new class of supersaturated designs. Technometrics 35 28-31.
[14] LIN, D. K. J. and DRAPER, N. R. (1992). Projection properties of Plackett and Burman designs. Technometrics 34 423-428.
[15] LIN, D. K. J. and DRAPER, N. R. (1993). Generating alias relationships for two-level Plackett and Burman designs. Comput. Statist. Data Anal. 15 147-157. · Zbl 0875.62394 · doi:10.1016/0167-9473(93)90189-Z
[16] NGUy EN, N.-K. (1996). An algorithmic approach to constructing supersaturated designs. Technometrics 38 69-73. · Zbl 0900.62416 · doi:10.2307/1268904
[17] PALEY, R. E. A. C. (1933). On orthogonal matrices. J. Math. Phy s. 12 311-320. · Zbl 0007.10004
[18] SLOANE, N. J. A. (1993). Covering array s and intersecting codes. J. Combin. Des. 1 51-63. · Zbl 0828.05023 · doi:10.1002/jcd.3180010106
[19] STARK, H. M. (1973). On the Riemann hy pothesis in hy perelliptic function fields. In Analy tic Number Theory (H. G. Diamond, ed.) 285-302. Amer. Math. Soc., Providence, RI. · Zbl 0271.14012
[20] WANG, J. C. and WU, C. F. J. (1995). A hidden projection property of Plackett-Burman and related designs. Statist. Sinica 5 235-250. · Zbl 0824.62074
[21] WEIL, A. (1948). Sur les courbes algébriques et les variétés qui s’en déduisent. Actualités Sci. Indust. 1041. Hermann, Paris. · Zbl 0036.16001
[22] WU, C. F. J. (1993). Construction of supersaturated designs through partially aliased interactions. Biometrika 80 661-669. JSTOR: · Zbl 0800.62483 · doi:10.1093/biomet/80.3.661
[23] BAR HARBOR, MAINE 04609 E-MAIL: dursun@jax.org DEPARTMENT OF STATISTICS UNIVERSITY OF CALIFORNIA BERKELEY, CALIFORNIA 94720-3860 E-MAIL: cheng@stat.berkeley.edu
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