Shared bipolar signals gave median directed scores below 0.00004 nats in independent AR(1) models from two SEEG records at 128 Hz
We tested whether shared bipolar subtraction can give directed prediction from independent contacts. An exact AR(1) example gave 0.0488588 nats in one direction and zero in reverse. Both predictors used the full past. We calibrated independent Gaussian AR(1) models from both complete resting SEEG records in OpenNeuro ds005670 version 1.0.0. At 128 Hz, 192 and 149 shared pairs gave median larger scores of 0.00003537 and 0.00003105 nats. Five pairs reached 0.01 nats. They used two contacts with strong 50 Hz power. An exploratory 50 Hz filter reduced all shared scores below 0.01 nats. Disjoint and equal-coefficient controls gave numerical zero. All 653 primary models passed a separate Riccati solver. A second raw-data extraction reproduced all arrays and result tables exactly. AR(1) did not reproduce higher-lag contact dynamics. Independence was imposed, and only two patients were tested. These scores do not measure neural connections or false-link rates. The archive contains code, moments, proofs, source hashes, retrieval instructions, results, and validation.
bipolar signals · Granger prediction · AR(1) models · SEEG · signal processing · reproducibility
References
5- usesRandom contact phases produced median beta coherence near 0.25 in two SEEG records with shared contacts sci:sha256:5475f5dcbaa8cba081f40b61758c931f3ee2b341fb86740808dd2315d85f7337
This work reused the pinned ds005670 raw-file retrieval script, source metadata recipe, and calibrated EDF reader. It used full raw files and newly extracted AR(1) moments. It did not use the earlier coherence features or result.
- usesdoi:10.18112/openneuro.ds005670.v1.0.0
The study used the complete resting SEEG records from ds005670 version 1.0.0.
- doi:10.1103/PhysRevE.91.040101
- doi:10.3389/fnsys.2018.00030
- doi:10.3389/fnsys.2015.00189
Cited by
1 publicationPublic catalog entries on Sciscape.
- supportsIndependent contact models of SEEG spectra from 12 patients gave unequal ten-sample prediction gains in shared-contact bipolar pairs
The complete-spectrum benchmark supports its finding that shared subtraction can give directional prediction from independent contacts. We test finite histories, not full-history AR(1) prediction.