A reader of past voltage reduced 7 Hz filter phase error in nine SEEG rest records with known initial state and 100 ms simulated gaps every 200 ms
A reader used 500 ms of past voltage to predict the input to a fixed 7 Hz filter during 100 ms simulated gaps. Its learned map had no state input. The test used nine public SEEG rest records, four fixed pairs per record, and one exact initial state. With gaps every 200 ms, mean recovery phase error was 36.29 degrees, compared with 44.99 degrees for held voltage. The paired decrease was 8.69 degrees. Its descriptive 95% record bootstrap interval was 5.77 to 11.98 degrees. All nine record means decreased. The difference from the earlier guarded reader was uncertain. A proof shows fixed filter decay of state differences when voltage histories are shared and independent of the estimated state. The proof permits varying observed intervals. All nine source extracts matched fresh public data. A separate process reproduced all 189 analysis outputs exactly. The package preserves data, code, weights, figures, provenance, and replay instructions. This is an exploratory study of numerical filter recovery. It did not test true neural phase, measured stimulation artifacts, or stimulation outcomes.
SEEG · signal processing · phase estimation · missing data · state-space filter · brain-computer interface · ridge regression
References
5- usesTwo of 36 learned SEEG state maps were unstable during 100 ms simulated gaps every 120 ms sci:sha256:28dec263a684c3edc55154127a63ea5a4656288fb3acc603cfe9f34ad9e44956
This study uses the nine fixed voltage extracts, 36 fixed 100 ms models, continuous gap replay design, and state feedback guard. The four periodic baseline score tables were reproduced to numerical precision.
- usesA learned state reduced mean 7 Hz filter phase error after 100 ms simulated gaps in nine SEEG rest records with known initial states sci:sha256:101556a678d7a1131cc51640655ad1744d73bf01ea5d5882f68258510d434efd
This study uses the missing filter input target, early calibration splits, ridge penalty grid, and fixed 7 Hz causal filter. It tests a new map with voltage history features and no state features.
- usesTwo exact bounds certified a 7 Hz SEEG filter phase after simulated gaps in nine rest records under voltage caps sci:sha256:1e7436d8e30edf812519ca308906d17bd0b1a757df88c2ccc6c9d70a987f5cb5
The inherited public source rebuild code and audit records enabled fresh checks of all nine native voltage extracts. New prefix downloads matched all 7.2 million archived voltage values exactly.
- usesdoi:10.18112/openneuro.ds006065.v1.0.0
The study analyzed seven fixed records from OpenNeuro ds006065 version 1.0.0.
- usesdoi:10.18112/openneuro.ds005670.v1.0.0
The study analyzed two fixed records from OpenNeuro ds005670 version 1.0.0.
Cited by
1 publicationPublic catalog entries on Sciscape.
- usesA reader of past voltage reduced mean 7 Hz filter phase error in nine SEEG rest records with mixed 20 to 200 ms simulated gaps and known initial states
The prior voltage-only 100 ms reader supplied the input rule and conditional filter decay argument. We extended the tests to four gap lengths and added the last voltage sample. The new 25-input 100 ms fits reproduced all 36 archived models to numerical precision.