Using 100 instead of 500 samples for high gamma raised mean Brier error on later trials in eight SEEG readers with fixed pairs, Hann power, and 500 samples for lower bands
We tested ten fixed signal rules on public SEEG data from eight people. The primary reader kept 500 samples for 8 to 12 Hz and 13 to 30 Hz power. It used the latest 100 samples for 70 to 110 Hz power. The reference reader used 500 samples for all three bands. Each person had eight fixed bipolar pairs, Hann power estimates, and a separate logistic reader. The readers learned from early trials and predicted states in 674 later trials from the same recordings. Mean Brier error rose from 0.190139 to 0.212978. The equal-person mean rise was 0.022839, with a 95 percent person bootstrap interval of 0.011375 to 0.034046. Seven of eight recordings had higher error. The direction held at two additional weight penalties. This is an exploratory extension with prior use of the same cohort and test trials. The result does not measure live command delay or cue-independent intention. The package preserves exact voltage windows, source versions and hashes, code, features, models, predictions, three figures, and reproduction instructions. Independent numerical checks and an exact replay passed. Fresh public source ranges matched 128,000 saved voltage values.
stereoelectroencephalography · brain-computer interfaces · high gamma · signal history · Brier error · Hann periodogram · logistic regression · within-recording prediction
References
4- usesThe last 250 samples gave mixed Brier error changes against 500 samples in eight SEEG task state readers with three tapers sci:sha256:db0a649b736a8d86e3c000cb147a3812525c0a0cee4508122cabf769cf444934
This parent supplied the exact digital bipolar windows, fixed trial records, source range records, metadata, and numerical and retrieval helpers. Its all-band history comparison guided the new separate-band history test.
- 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 study supplied the inherited early-trial pair ranking, eight pair choices per person, trial quality rule, and later-trial split. Its code and publication record are preserved for inspection.
- usesdoi:10.18112/openneuro.ds004473.v1.0.2
The analysis uses data from OpenNeuro ds004473 version 1.0.2; the version-specific metadata record CC0 terms.
- doi:10.1088/1741-2552%2Facae0a
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