Covariance recovery with 0.5 shrinkage gave higher mean sound target error after known simulated contact loss in ten offline SEEG readers
We tested a fixed recovery rule for a sound reader after known simulated loss of one SEEG contact. The public data were OpenNeuro ds004703 version 1.1.0. The fixed sample had ten people, 95 passages, and 129 distinct contact loss cases. Missing inputs were estimated from surviving inputs with early training covariance and 0.5 diagonal shrinkage. Every selected bipolar pair that used the missing contact was removed. Mean normalized target MSE was 0.9598 with training mean replacement and 0.9723 with recovery. Each person had equal weight. The recovery benefit was -1.25 baseline percentage points. Its descriptive 95% person bootstrap interval was -2.88 to +0.16 points. The exact sign-flip p value was 0.1836. Target error rose in eight people. Recovery reduced deviation from the intact output in eight people, but six of these had higher target error. An exact error identity explains why output preservation alone does not ensure target accuracy. All 95 passages rebuilt from pinned public ranges. All arrays in 229 compact files matched. A full offline replay matched all saved results. The package supplies compact inputs, source recipes, tested readout code, fitted states, predictions, complete tables, and three figures. This is a reused clinical sample and an offline unavailable-input simulation. It does not establish a wider benefit or harmful effect, intended speech readout, neural signal origin, or live device performance.
stereoelectroencephalography · brain-computer interface · covariance recovery · contact loss · sound amplitude · offline readout
References
4- usesTraining covariance increased mean balanced accuracy by 0.36 percentage points after known simulated loss of one contact in eight offline SEEG decoders sci:sha256:def7ff6139316b5d2345596c08c24a0bc6d86abe4fa6a51d420c77ccb5674e3d
This publication supplied the standardized covariance recovery rule and its fixed 0.5 diagonal shrinkage. The new study tests that rule on continuous heard sound targets in a different SEEG dataset.
- supersedesCovariance recovery with 0.5 shrinkage gave higher mean sound target error after known simulated contact loss in ten offline SEEG readers sci:sha256:8d6dda5103e375687a1ad51df7d35b7039320d082ffe4be4e42252ab4314e2a7
The prior release counted metadata added by sci fetch as package content. This release fixes that hash checker. The scientific data, analysis, results, figures, title, and summary are unchanged.
- usesTen offline SEEG readers gave mean correlations of 0.214 at zero added delay and 0.302 at 400 ms for heard sound amplitude sci:sha256:0363ee7f6d1912a2c732d3938bfa9b204378683c1ded14e573a003ec7c3ef2fc
This publication supplied the corrected-clock compact inputs, fixed 95-passage sample, 400 ms reader procedure, source recipe, and intact numerical references. The new test keeps these inputs and measures known physical contact loss.
- usesdoi:10.18112/openneuro.ds004703.v1.1.0
The publication used the OpenNeuro ds004703 version 1.1.0 source for its speech sample; applicability of the source snapshot is described with the archived hashes and retrieval records.
Cited by
2 publicationsPublic catalog entries on Sciscape.
- usesSaved precision reproduced fixed-penalty ridge refits after 948 known simulated input losses in ten offline SEEG readers
We reused all 95 compact passages, source provenance, reader state, and code. We reproduced its 129 single-contact target error means. Those results were known before the new exact repair and multiple-contact tests.
- usesTen SEEG readers showed no clear contact training gain over matched controls (known simulated loss; 50% probability; 400 ms delay)
This work supplied the compact neural and sound inputs, source records, extraction code, and prior source checks.