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One random taper mixture had higher mean Brier error than a matched taper at C=1 in eight reused SEEG records

We tested a random taper mixture for a SEEG task-state reader. Each draw used one Fourier transform per bipolar pair. We used eight reused records from OpenNeuro ds004473 version 1.0.2. At penalty value C=1, mean expected Brier error was 0.189689 for the mixture and 0.185503 for a matched single taper. The primary difference was +0.004187. Its 95% person bootstrap interval was [-0.003841, +0.011776]. This interval includes both benefit and harm. The mean power across four mixture modes exactly matched the mean power from three DPSS tapers. This equality did not give lower mean reader error. At C=1, two randomly selected DPSS tapers had mean error 0.177150, compared with 0.177218 for three tapers. This secondary result does not establish equivalence. The package contains four figures, exact voltage buffers, source retrieval recipes, fitted readers, all mode predictions, and independent checks. The study concerns offline task states in reused test periods. It does not test continuous control or stimulation.

stereoelectroencephalography · spectral estimation · random taper · DPSS · brain-computer interface · Brier error

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References

5
  1. usesThree DPSS tapers gave lower mean Brier error than Hann in eight reused SEEG recordings with 500-sample buffers sci:sha256:6b6f409ccedb538d81478030fd7ac7ab8512d1e3bcef6a9af4feebff6c7e2f5e

    This publication supplied the DPSS settings and the matched single-taper control on the same test periods. We reproduced its three baseline Brier errors and added random taper rules at one- and two-transform budgets.

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

    This publication fixed the eight adjacent-contact bipolar pairs per person from early fitting trials. We kept that pair order, event labels, offline trial screen, and later trial split.

  3. usesMean replacement reduced SEEG Brier error with simulated white contact noise at one RMS in eight records sci:sha256:42729b23de90cfbbe3916f0bbe4d46ea4460ad36efe6141919d38ca735fe69ca

    This publication supplied the exact 500-sample digital bipolar buffers, source metadata, selected trials, and pinned byte-range retrieval code. We checked its input hashes and fetched 16 public source ranges again.

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

    The analyzed source is OpenNeuro ds004473 version 1.0.2, as recorded in the preserved dataset metadata and source hashes.

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

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