Geometric medians of five traces increased 20–500 ms SEEG error compared with means in eight sessions without added faults
We tested geometric medians of five complete pulse traces for later SEEG voltage prediction. The public data came from OpenNeuro ds004696 version 1.0.1. We used 86 fixed readouts in eight clinical epilepsy sessions. Five early good pulses fitted each forecast; 612 later good pulses tested it. The window was strictly 20 to 500 ms after each pulse. On recorded inputs, the mean person percentage error increased by 3.24% compared with the ordinary mean. Its descriptive 95% interval was 1.26% to 5.56%. The fixed fault test changed only the third calibration trace. The added transient had four times the original calibration RMS, with both signs tested. Under that fault, mean person percentage error fell by 60.09%. Its interval was 53.95% to 67.60%. The scaled mean was better without added faults and worse under this large fault. A sample median had similar fault performance. A proof bounds median distance by 8r/3 when four inputs lie within radius r of a fixed center. All eight complete public source files passed fresh hash checks. All selected waveforms matched exactly. Independent objective and loss checks passed. A second run gave identical result files. The package preserves exact data, code, provenance, retrieval instructions, tables, and four figures. This offline test uses a reused cohort and retrospective quality labels. It does not measure clinical benefit or fault frequency.
stereoelectroencephalography · geometric median · pulse response · robust estimation · waveform prediction · fault tolerance · calibration
References
5- usesPast pulse updates reduced normalized 20–500 ms SEEG forecast error versus fixed five-pulse templates at 86 selected sites in eight epilepsy sessions sci:sha256:fd07147e53abc31f50ad87cee1d777a9d91b45b3d2a172703485899005f00530
We used the exact 1042 public SEEG pulse windows, chronological event joins, and fixed readouts. We adapted its source downloader. We reproduced its ordinary and scaled five-pulse mean losses before the new median and fault comparisons.
- usesFive calibration pulses gave mean later signed template AUC of 0.939 compared with 0.859 for one pulse in eight SEEG sessions sci:sha256:1d2aa103275ad7400befec4c899740ede8f2eb59a09897bdc3f4d4e190e54418
The inherited readout choices use only the first five good pulses. We retrieved the source choice table and confirmed all 86 choices at selection_n=5. The cohort is the same and is not an independent replication.
- usesdoi:10.18112/openneuro.ds004696.v1.0.1
Source data: OpenNeuro ds004696, version 1.0.1, used for the analyzed SEEG pulse windows.
- doi:10.1523/JNEUROSCI.2201-22.2023
- doi:10.1073/pnas.97.4.1423
Cited by
2 publicationsPublic catalog entries on Sciscape.
- usesContact medians changed 20 to 500 ms bipolar SEEG templates under two voltage references at 83 sites in eight people
Used the prior five-trace robust-template study to define the distinct operation-order question and to state that reference invariance and clean prediction error are separate properties.
- Five-pulse estimator selection increased observed normalized waveform error at 86 sites in eight SEEG sessions without added faults
[Legacy relation: reproduces] We reproduced its no-fault mean, median, and scaled mean errors. We used its solver and extended the fault test.