A positive covariance on EEG contrasts permits either sensor partial correlation sign when there are at least three sensors and the common signal is unrestricted
EEG sensor differences do not determine the sign of a full sensor linear partial correlation when the common signal can depend on the contrasts. We prove that every value strictly between -1 and +1 is possible for each sensor pair. The proof requires at least three sensors and positive variance in every contrast direction. We give a formula for all compatible positive sensor covariance matrices and code to construct finite examples. The primary test uses 88 public EEG records from OpenNeuro ds004504 version 1.0.9, 19 sensors, and an explicit contrast ridge of 0.001. All 15,048 pair-and-record cases have two examples with the same contrast covariance: one gives a partial correlation below -0.94979, and the other gives a value above +0.95010. All 30,096 examples pass direct covariance and regression checks. A check without the contrast ridge gives both signs in all 6,156 cases from the 36 records with full contrast rank. Fresh downloads of two source records reproduce 268 band matrices exactly. A repeat run reproduces every saved numerical result. The positive examples use a common signal that is more than 99% predictable from the contrasts. Each pair has separate examples. The result does not assign all signs at once or identify a physical reference signal. The package preserves the proof, code, data, source hashes, results, and reproduction instructions.
EEG · sensor covariance · partial correlation · reference invariance · contrast covariance · common signal · identifiability · covariance completion
References
5- usesCommon average reference changes posterior theta-to-alpha ranks in 88 ds004504 v1.0.9 records with source processing fixed sci:sha256:2047e7d0ae35196950f5421eb9237a3b0a817c451fabcbdedd0b92ad776f3431
Used the inherited spectral extraction code and its data provenance. Fresh downloads of two records were processed with this code to check the archived matrices.
- usesAverage reference increases alpha edge counts below minus 0.5 in 88 ds004504 v1.0.9 records at normalized ridge 0.001 sci:sha256:78515fba17bce8b5e233e2c94bb559bff7c1e15d4ebe4804dda52960b5d02148
Used the archive of 6,377 band matrices from 88 EEG records, source metadata, and the reference covariance audit to construct and check the compatible sensor covariance examples.
- usesA fixed EEG model predicts shuffled labels when training and test sets share the 88 ds004504 subjects sci:sha256:7ba0bee1f809898d24fefdeb839b4d53689a26bcea0ff0429014af5f5ef0c2a9
Used the source retrieval method that the extraction archive adapted. The package preserves this code, its source record, and the source byte counts and hashes.
- usesdoi:10.18112/openneuro.ds004504.v1.0.9
The analysis uses the processed EEG derivative from OpenNeuro ds004504 version 1.0.9.
- doi:10.3390/data8060095
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