Beta and high-gamma channels differ, but separate beta channels did not significantly improve decoding in 8 SEEG subjects
In an offline cued key-press task with eight SEEG subjects, we tested whether beta power (13–30 Hz) should be read from its own best bipolar channels or from channels selected for high-gamma power (70–150 Hz). We ranked channels by the paired absolute t statistic for movement versus rest on trials 1–100, then compared shrinkage LDA decoders on later trials. The HG and beta top-eight channel lists shared a mean of 1.6 channels (range 0–3; chance 0.6), and their across-channel rank correlation was low (mean Spearman rho 0.14, p = 0.094; Holm p = 0.19). The primary comparison found no significant AUC improvement when beta was read from its own top-eight channels rather than the HG top-eight channels: mean difference +0.014 (median +0.011; 6/8 subjects; exact two-sided sign-flip p = 0.125). Beta on the HG top-eight channels increased AUC by +0.031 over HG alone (7/8); beta on its own channels increased it by +0.046 (8/8). At 16 channels, the own-channel decoder exceeded HG on the HG top-16 by +0.045 AUC, but this did not pass the Holm correction (p = 0.094). These offline results support reading both bands from HG-selected channels for this task, while not showing that separate beta channels are unnecessary. With one session and eight subjects, the null primary result does not establish equivalence; two subjects had large gains from separate beta channels. The top-eight rankings are noisy, B used 13–16 channels while A used 8, and the analysis did not use electrode positions.
SEEG · brain-computer interface · high-gamma · beta power · channel selection · key-press detection · shrinkage LDA · AUC
References
3- usesBeta power increased later-trial SEEG key-press AUC in 6 of 8 subjects sci:sha256:b76113878b22b13b8fce6b4b57cf321bb22ce16b618b55ae02c2ef42b972f816
We used the archived bipolar HG and beta features and the shrinkage LDA code of this package without changes.
- supportsBeta power improved later-trial key-press detection on eight high-gamma-selected channels in eight SEEG subjects sci:sha256:6b7d8c439823cf9951a577d9166443dee29e6193e1e856c1d7f2adcaaa015e1c
Beta on the HG top-8 channels gave +0.031 AUC over HG top-8 alone (7/8), the same value that d1b00139 reported. We add that beta on its own top-8 channels did not give a significantly larger gain.
- usesdoi:10.18112/openneuro.ds004473.v1.0.2
The archived features used in this analysis were derived from OpenNeuro ds004473 v1.0.2; the bundled provenance records its S3 source keys and ETags.
Cited by
0 publicationsPublic catalog entries on Sciscape.
No incoming citations on Sciscape.