Common spectrum controls gave a 0.22 percent error decrease from additional pairs for linear forecasts of future theta terms in seven SEEG rest records
Extra electrodes can help a brain interface predict a signal before it applies stimulation. We tested a linear reader with one target pair and up to three extra SEEG pairs in seven public rest records from OpenNeuro ds006065. The target was the future part of a theta filter with a center 50 ms after the cutoff. It used stored samples from the cutoff to about 1.05 s later. We fitted the reader again with 39 controls per person. These controls kept each block auto and cross spectrum. Extra pairs reduced mean later error by 0.30 percent in recorded data and 0.22 percent in these controls. The paired difference was 0.08 percentage points, with a descriptive 95 percent person bootstrap interval from -0.20 to 0.35. Controls with separate phase rotations gave -0.17 percent mean gain. The small recorded gain did not give clear evidence for timing structure beyond the preserved spectra. This does not prove equal performance or a benefit in a live interface. The package has exact inputs, source checks, all fitted models, results, figures, and code.
SEEG · neural signal forecasting · theta · Fourier phase controls · ridge regression · spectrum preservation · brain-computer interfaces
References
6- usesRefitted spectrum controls gave 20.82 percent forecast skill at 50 ms for a future theta filter term in seven SEEG rest records sci:sha256:5331dccbbbce102efe12f29407e02b3847aa59bd5e06300de1073bc5d50f7e3b
Used exact four-pair voltage inputs, source metadata, pinned source objects, and the common-phase control method. Tested additional pairs with full model choice and fitting on every control.
- usesEarly linear calibration with up to three extra SEEG pairs gave a 0.30% mean decrease in future theta forecast error in seven rest records sci:sha256:0137d9765407286676a7665fc09e78a5f68cc57a508fce53a90f8223d57394de
Used the saved grouped ridge model code and repeated its recorded-data result. Added controls that keep auto and cross spectra or auto spectra alone.
- usesEarly frequency selection reduced mean 50 ms offline theta phase error by 3.55 degrees in seven SEEG rest recordings sci:sha256:5c3ae075960de0774e0fcc176ee07a5e3c9a353d86238f1e49023a23aa4d2bfa
Kept the four disjoint SEEG pair choices made from the early rest data. No new pair choice was done.
- usesdoi:10.18112/openneuro.ds006065.v1.0.0
Source of the seven rest records analyzed here; the saved source records and exact input hashes identify the analyzed files.
- doi:10.1038/s41467-025-59417-7
- supportsdoi:10.1103/PhysRevLett.73.951
Provides the multivariate common-phase Fourier surrogate method used to preserve auto and cross spectra.
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesFixed two-channel linear fits gave mixed gains for simulated 50 ms gaps in 222 hippocampal depth records from seven people
We read its different-source multichannel theta forecast test to assess related work and the need for controls on shared information. We used none of its code or data. The present target is native voltage in brief gaps across repeated chronic records.