rtprep - Screening, Trimming, and Aggregating Response Time Data
A uniform interface to common response time preprocessing
decisions that precede analysing aggregated response times or
fitting an evidence accumulation model. Screening rules from
different preprocessing routines -- absolute cutoffs, standard
deviation and median absolute deviation criteria, recursive
moving criteria, and model-based mixture flagging -- all return
the same per-trial object, so that consequences of a
preprocessing choice can be compared rather than assumed. The
package also provides aggregation into EZ-diffusion summary
statistics, diagnostics reporting what each rule removed and
where rules disagree. Finally, generators for response time
data with contaminants of known type are provided, so that a
chosen pipeline can be tested against ground truth. Screening
criteria follow Van Selst and Jolicoeur (1994)
<doi:10.1080/14640749408401131>, the contaminant mixture
Ratcliff and Tuerlinckx (2002) <doi:10.3758/BF03196302>, and
the EZ-diffusion equations Wagenmakers, van der Maas and
Grasman (2007) <doi:10.3758/BF03194023>.