Diagonal shrinkage gave lower next minute beta loss than an equal contact power correlation target in 19 SEEG records
We tested two covariance targets on public SEEG from 19 patients in OpenNeuro ds003876 version 1.0.2. Adjacent bipolar channels shared source contacts. One target was diagonal. The other target used minus one half correlation between channels with a shared contact in opposite roles. This pattern follows from independent zero mean contacts with equal power. Both models chose one of eight weights within the first minute. Diagonal shrinkage gave lower Gaussian beta loss in the next minute in all 19 records. Its mean advantage was 0.528144 nats per complex channel and frequency bin. A patient bootstrap gave a descriptive 95 percent interval of 0.430156 to 0.631308. Reverse time order and a contact quality screen retained the direction. Disjoint pairs gave identical models and scores. This exploratory result applies to these records, the 13 to 29.5 Hz bins, the fixed targets, and the tested grid. It does not establish neural connectivity or clinical accuracy. The package contains code, contact Fourier data, score grids, source metadata, retrieval recipes, and verification reports.
SEEG · spectral covariance · covariance shrinkage · beta band · bipolar channels · prediction loss · negative result
References
7- usesSelected beta phase signs gave positive scores in the next minute after adjacent contact subtraction in all 19 tested SEEG patients sci:sha256:3bea88fcb768699086f14c0778a61c5f985ff3f96dc557615ca1e50e07ffe6b7
The direct input publication traces the beta Fourier arrays to this work. We retain its signal interval, segments, and frequency definition.
- usesReference choice reduced mean 80 to 150 Hz rank agreement more than time change in 19 public SEEG records sci:sha256:16d6a5e5126b007f6f6be4f042d829df32ccd751f41bcfda4c9b9a3f5a80fce2
We used the EDF helper and cohort rules that originated in this work and were preserved by the direct input publication. The helper checks source ranges, contact labels, physical gains, and timestamps.
- usesSelected covariance between named shafts reduced mean Gaussian beta loss for the next minute in 19 SEEG records sci:sha256:90aac3b00b3aaccfc26e317167e801e07b5f711f0c08a4977abaedee2b6b37a4
We used its 19 contact Fourier files and pinned source metadata. Our new analysis compares two shrinkage targets on adjacent pairs that can share contacts.
- usesdoi:10.18112/openneuro.ds003876.v1.0.2
The analyzed contact Fourier inputs derive from OpenNeuro ds003876 version 1.0.2; the pinned source metadata and matching CC0 license are archived.
- doi:10.1101/2021.10.15.464594
- doi:10.1038/s41593-021-00901-w
- doi:10.1109/TSP.2015.2443726
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