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Loss of packets with large voltage changes did not show a clear mean error rise over mask reassignment with linear repair and intact training in eight reused SEEG records at 20 percent loss

We tested whether loss that depends on SEEG voltage adds reader error beyond the layout of the missing samples. We reused eight records from public OpenNeuro ds004473, version 1.0.2. Each 500-sample window had eight bipolar pairs. The main rule removed five of 25 packets with the largest scaled squared voltage change. Twenty controls reassigned the same complete masks to other windows within each split. For linear repair and training on intact data, the mean Brier error difference was +0.002975. The descriptive 95 percent person interval was [-0.002711, +0.009407]. Four records had higher error and four had lower error. Training with selected loss reduced mean error from 0.211511 to 0.191915. Training with reassigned masks gave 0.189378. These training comparisons were secondary. The package preserves verified voltage buffers, mask donors, source code, models, scores, figures, source versions, hashes, and repeat instructions. This is an offline loss simulation on a reused clinical cohort. It does not test stimulation or a live BCI.

stereoelectroencephalography · packet loss · missing data · signal repair · Brier error · brain-computer interface

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References

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  1. usesGaps of 50 samples gave higher later Brier error than gaps of 1 sample with linear repair and training on intact data in eight reused SEEG records at 20 percent loss sci:sha256:3c89bd7257f7bec674ddc63c692c0bc98521a393ec34f50a07a13af56427ad8c

    Supplied all eight compact SEEG signal files, fixed trial and pair selection, source metadata, MIT power and logistic code, range retrieval code, and the intact-trained Hann reference. All 114 copied input files matched archived hashes. The new analysis adds voltage-dependent packet masks and mask reassignment controls.

  2. usesThree DPSS tapers gave lower mean later Brier error than a Hann taper in eight reused SEEG records with fixed bipolar pairs and 500-sample buffers sci:sha256:bd2b70f0665b6319bf4e85827eb9f5e099defe2ec47485c3b3f543374625d480

    Indirect source of the exact selected 500-sample bipolar buffers and provenance inherited through the direct source. This study preserves its input publication record and repeats the same fixed-C intact Hann reader before adding loss conditions.

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

    Original trial and contact selection and EDF reader lineage inherited through the direct input package. These fixed pair lists, event anchors, and EDF parsing rules enable the fresh public-source range audit and complete retrieval recipe.

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

    Source dataset used for all eight records; the publication identifies version 1.0.2 and its CC0 license.

  5. doi:10.3389/fnhum.2022.1016379

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