Full covariance gave no mean gain in offline four-site accuracy after stimulation contact order reversal with four SEEG pairs and five fit pulses per site in eight patients
We tested whether a fixed full noise covariance matrix improves reading of stimulation sites with a small SEEG calibration set. We used public OpenNeuro ds005448 data from eight patients. Each reader used four recording pairs, four known sites, and five fit pulses per site. Test pulses used the reversed stimulation contact order. Full covariance and a matched diagonal rule each made 117 correct decisions in 160 test pulses, or 73.1%. Their mean patient difference was zero. The descriptive patient bootstrap interval was -2.5 to 2.5 percentage points. Two patients improved, two became worse, and four had equal correct counts. This offline result does not establish equivalence or performance in a new session. Fit and test times interleaved across sites. We rebuilt all 320 source epochs from pinned public ranges. The package preserves features, models, code, three figures, source records, and checked reproduction instructions.
stereoelectroencephalography · SEEG · electrical stimulation · covariance shrinkage · site classification · noise covariance · offline benchmark
References
5- usesA four-pair SEEG reader kept 73.1% four-site accuracy under 16 ideal recording sign patterns in eight patients sci:sha256:bf3819b90226727d58bfefdb92f1450493ef13716a337517ee33a0bf5bde0070
Used its fixed STReEF sample, compact cosine voltage features, raw data recipe, source metadata, and MIT extraction and selection code. Rebuilt all 320 epochs and reproduced all 160 original signed-reader decisions before testing covariance.
- usesA fixed covariance rule gave higher SEEG site accuracy than a diagonal rule in offline tests from five patient sessions sci:sha256:1407cd9ac712a4bcd551a3738cc90c3fab309b871572cbd6fc644b41555f7886
Used its fixed 0.5 covariance fraction as the starting method. Changed the diagonal target to the inherited blended variances. Compared the full rule with a diagonal rule that has identical variances in eight STReEF patients. This sample differs from the five ds004457 sessions in the prior study.
- usesdoi:10.18112/openneuro.ds005448.v1.0.0
The study analyzes STReEF data from OpenNeuro ds005448, version 1.0.0.
- doi:10.1016/j.ynirp.2025.100274
- doi:10.1007/s12021-022-09567-6
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesAbsolute cosine reduced mean four-site accuracy in eight STReEF SEEG patients after recorded contact order reversal
Reused the fixed four-site sample, DCT feature recipe, source retrieval code, metadata checks, and raw-range hashes. Fresh reconstruction matched every input array.