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Corrected signed power gave lower mean Brier error than corrected log power with a fixed floor in eight reused SEEG records at four bits

We tested a signed power input for a brain-computer interface reader. The test used eight public SEEG records, 674 later trials, and 32 dither repeats at four bits. Mean Brier error fell from 0.21162 with corrected log power and a floor to 0.20625 with corrected signed power. The mean paired change was -0.00536. The descriptive 95% person interval was -0.00955 to -0.00201. Uncorrected log power gave 0.20604. Thus, the signed input improved the tested corrected reader but did not beat the simpler control. The signed input accepts negative power estimates and has a finite derivative. The package preserves code, selected source data, all fits and scores, figures, source receipts, and replay instructions. All selected buffers were rebuilt from public source ranges. The cohort and later split have prior use. The result does not establish live BCI performance or brain stimulation benefit.

brain-computer interface · stereoelectroencephalography · subtractive dithering · power correction · Brier error · signal quantization

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References

4
  1. usesEight SEEG pairs classify pre-response and rest windows at 70.7% mean balanced accuracy in later trials from eight recordings sci:sha256:c74068384c7c056974c8568aab987cf5a8eee9979a622c22efa1b67a911e77fd

    We used its early-selected contact panels, retained trials, original selection code, and trial records. All retained trial numbers and event samples match. The cohort and later split have prior use, so this study is a method test on reused records.

  2. usesPower correction raised mean Brier error in eight fixed SEEG state readers with six bit codes and a fixed floor sci:sha256:705125a21c28601b7ff8fd784c64e1c78ab06d38ac261a41c60fceaaf6bf3faa

    We used its exact selected digital buffers, source range recipes, dither code, power correction, and source reader. All matched native logits and coded log logits reproduced its results. These fixed controls enabled the signed-power test.

  3. usesdoi:10.18112/openneuro.ds004473.v1.0.2

    The study used selected buffers from OpenNeuro ds004473 version 1.0.2; the saved version-specific metadata states CC0.

  4. doi:10.1088/1741-2552%2Facae0a

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