New weights gave lower maximum contrast variance than AR(1) in 24 fixed AOMIC designs over damped cosine mixtures with known variance=1, lag-one covariance=0.4, and q=0.9
We tested new unbiased linear contrast weights in 24 fixed AOMIC working memory designs. The largest allowed variance was 19.8 to 37.6 percent lower than with AR(1) weights. The mean reduction was 32.8 percent. The assumed noise class contained all damped cosine covariance mixtures with q=0.9. Noise variance 1 and covariance 0.4 at one original scan lag were known. The AR(1) comparison used correlation 0.4 and kept scan gaps. Every primary fit had a lower and upper bound gap of at most 0.02 percent. If AR(1) was exactly correct, the new weights increased variance by 12.6 percent on average. Five q values gave 120 fits, including an exact AR(1) control. The study used public task events, motion tables, and scan metadata. It used no measured brain signal values. The package preserves sources, code, bounds, weights, checks, and reproduction instructions. Independent numerical checks passed. A resumed repeat reproduced all 124 result files byte for byte.
minimax estimation · covariance uncertainty · contrast variance · generalized least squares · AR(1) · fMRI · working memory · AOMIC
References
8- usesA scan gap transform matched dense GLS in 431 AOMIC working memory designs with fixed AR(1) covariance and rho 0.4 sci:sha256:ae6c08983c3fd03d0b20cd6d91556e44c7d7a934f3e478bfefcb92fb230f7464
This publication first supplied the scan gap transform. We used its inherited code to check AR(1) weights and variances.
- usesDamped noise with variance 1, q=0.9, and correlation 0.4 at one scan lag gave 1.30 to 2.20 times the AR(1) contrast variance in 431 fixed AOMIC designs sci:sha256:d9a5d44bb8f46d577b338dec7a65c17b0cd6a9409f39308007ff766067510e5f
This publication supplied the public source tables and code for designs, scan gaps, source retrieval, and the continuous variance bound.
- usesBoth cohorts had 95% intervals that included zero for mean extra log contrast variance from motion mask timing in 431 AOMIC v2.0.0 working memory designs with fixed white noise sci:sha256:044463f720d58b5a648cb98667f1d2d085da23c7a7e3a169ead69bb00da47a91
This publication first supplied the design builder. We used its inherited code to rebuild the 24 working memory designs.
- usesdoi:10.18112/openneuro.ds002785.v2.0.0
This exact version is the recorded PIOP1 working-memory source used for the fixed designs.
- usesdoi:10.18112/openneuro.ds002790.v2.0.0
This exact version is the recorded PIOP2 working-memory source used for the fixed designs.
- doi:10.1038/s41597-021-00870-6
- doi:10.1038/s41467-019-09230-w
- doi:10.1093/biomet%2Fasaf025
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesOLS scale gave 7.05% null rejection in a fixed AOMIC contrast test with simulated Gaussian damped noise (q=0.9, lag-one covariance=0.4)
Uses its 24 fixed AOMIC designs, source archive, q=0.9 protected weights, variance bounds, and stationary covariance oracle. Tests an unknown residual-scale inference rule that the parent did not claim to calibrate.