Prediction Error
…1973 ## Overview Cyber-Physical Systems: Prediction Error These data were collected at…
- Participants
- 19
- Channels
- 63 (10-10)
- Size
- 11.3 GB
- Version
- vv1.0.0
- Updated
- Jul 10, 2026
42 results for "linguistic prediction" · page 2 of 5 · ranked by relevance
…1973 ## Overview Cyber-Physical Systems: Prediction Error These data were collected at…
[. The dataset includes precise temporal annotations of word and phoneme onsets/offsets, organized according to the Brain Imaging Data Structure (BIDS) standard. This benchmark dataset enables large-scale encoding and decoding analyses of neural responses to natural speech processing, with accompanying code for validation analyses including temporal decoding of phonetic features and word frequency effects.
This dataset comprises preprocessed EEG recordings from 8 healthy subjects performing imagined speech tasks involving three vowel phonemes (a, i, u). Participants received auditory and visual cues to imagine speaking each vowel, with 64-channel EEG data acquired at 256 Hz. The dataset includes 2,400 base trials (8 subjects × 300 trials per subject) with 3 overlapping 2-second epochs extracted per trial, yielding 7,200 total epochs, analyzed using Riemannian manifold-based feature extraction and relevance vector machine classification for brain-computer interface applications. This is a MOABB (Mother of All BCI Benchmarks) benchmark collection dataset converted to BIDS format.
[ investigating speech decoding through phoneme discrimination tasks combined with transcranial magnetic stimulation (TMS). Study 1 involved 8 participants performing discrimination of consonant-vowel and vowel-consonant phoneme pairs with TMS targeting motor cortex regions (lip and tongue motor areas). Study 2 expanded to 16 participants and included single phonemes, phoneme pairs, and phoneme triplets (real and pseudowords) with additional TMS targets in Broca's area and verbal memory regions. The dataset provides a comprehensive resource for investigating the neural mechanisms underlying speech perception and articulation.
…please navigate to: `derivatives/synced/` * **Linguistic Content:** Reading materials (words with coordinate…
…This makes the task great for investigating reward processing & reward prediction error…
[![DOI](https://img.shields.io/badge/DOI-10.82901%2Fnemar.on002312-blue…