hbrouwer / rerps

regression-based ERP waveform estimation (development repository)

Home Page:https://github.com/hbrouwer/rerps

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About

Development repository of rerps, a Python implementation of regression-based Event-Related Potential (ERP) waveform estimation (rERP):

Smith, N. J., & Kutas, M. (2015). Regression‐based estimation of ERP waveforms: I. The rERP framework. Psychophysiology, 52(2), pp. 157-168. doi: 10.1111/psyp.12317

Smith, N. J., & Kutas, M. (2015). Regression‐based estimation of ERP waveforms: II. Nonlinear effects, overlap correction, and practical considerations. Psychophysiology, 52(2), pp. 169-181. doi: 10.1111/psyp.12320

See also:

Brouwer, H., Delogu, F., and Crocker, M. W. (2021). Splitting Event-Related Potentials: Modeling Latent Components using Regression-based Waveform Estimation. European Journal of Neuroscience, 53, pp. 974-995. doi: 10.1111/ejn.14961

Getting started

Clone this repository, download the relevant data files (see examples/) and decompress them in the relevant data/ folder.

Requirements

To run the analyses in examples/, you need:

  • A recent version of Python 3, with recent versions of:
    • NumPy
    • pandas
    • SciPy
    • Matplotlib
  • GNU Make (optional)

Full rERP analyses

This repository contains the current implementation of rerps, and the rERP analyses in examples serve as illustrations of functionality. Examples of full rERP analyses using earlier, frozen, versions of rerps can be found here:

hbrouwer/dbc2019rerps implements the rERP analysis of:

Delogu, F., Brouwer, H., and Crocker, M. W. (2019). Event-related potentials index lexical retrieval (N400) and integration (P600) during language comprehension. Brain and Cognition, 135. doi: 10.1016/j.bandc.2019.05.007

as described in:

Brouwer, H., Delogu, F., and Crocker, M. W. (2021). Splitting Event-Related Potentials: Modeling Latent Components using Regression-based Waveform Estimation. European Journal of Neuroscience, 53, pp. 974-995. doi: 10.1111/ejn.14961

hbrouwer/dbc2021rerps implements the rERP analysis in:

Delogu, F., Brouwer, H., and Crocker, M. W. (2021). When components collide: Spatiotemporal overlap of the N400 and P600 in language comprehension. Brain Research. doi: 10.1016/j.brainres.2021.147514

About

regression-based ERP waveform estimation (development repository)

https://github.com/hbrouwer/rerps

License:Apache License 2.0


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