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Here, we build on this foundation, showing how <jats:styled-content style=\"fixed-case\">rERP<\/jats:styled-content> analysis can also handle the estimation of nonlinear effects (a generalization of both the well\u2010known approach of dichotomizing continuous covariates, and also of the <jats:styled-content style=\"fixed-case\">ERP<\/jats:styled-content> image technique), and can disentangle overlapping <jats:styled-content style=\"fixed-case\">ERPs<\/jats:styled-content> to temporally adjacent stimuli. We then consider how the use of <jats:styled-content style=\"fixed-case\">rERPs<\/jats:styled-content> impacts on other parts of the <jats:styled-content style=\"fixed-case\">EEG<\/jats:styled-content> analysis pipeline, including baselining, filtering, significance testing, and artifact rejection, and provide practical recommendations. Free software implementing these techniques is available.<\/jats:p>","DOI":"10.1111\/psyp.12320","type":"journal-article","created":{"date-parts":[[2014,9,5]],"date-time":"2014-09-05T05:04:26Z","timestamp":1409893466000},"page":"169-181","source":"Crossref","is-referenced-by-count":112,"title":["Regression\u2010based estimation of <scp>ERP<\/scp> waveforms: <scp>II<\/scp>. Nonlinear effects, overlap correction, and practical considerations"],"prefix":"10.1111","volume":"52","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1631-8198","authenticated-orcid":false,"given":"Nathaniel J.","family":"Smith","sequence":"first","affiliation":[{"name":"School of Informatics University of Edinburgh Edinburgh Scotland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marta","family":"Kutas","sequence":"additional","affiliation":[{"name":"Departments of Cognitive Science and Neurosciences University of California, San Diego San Diego California USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2014,9,4]]},"reference":[{"key":"e_1_2_7_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuropsychologia.2011.01.003"},{"key":"e_1_2_7_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jml.2007.12.005"},{"key":"e_1_2_7_4_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1469-8986.2012.01483.x"},{"key":"e_1_2_7_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jml.2012.11.001"},{"key":"e_1_2_7_6_1","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.16-13-04207.1996"},{"key":"e_1_2_7_7_1","doi-asserted-by":"crossref","unstructured":"Burns M. 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