TY - JOUR A1 - Seelig, Stefan A. A1 - Rabe, Maximilian Michael A1 - Malem-Shinitski, Noa A1 - Risse, Sarah A1 - Reich, Sebastian A1 - Engbert, Ralf T1 - Bayesian parameter estimation for the SWIFT model of eye-movement control during reading JF - Journal of mathematical psychology N2 - Process-oriented theories of cognition must be evaluated against time-ordered observations. Here we present a representative example for data assimilation of the SWIFT model, a dynamical model of the control of fixation positions and fixation durations during natural reading of single sentences. First, we develop and test an approximate likelihood function of the model, which is a combination of a spatial, pseudo-marginal likelihood and a temporal likelihood obtained by probability density approximation Second, we implement a Bayesian approach to parameter inference using an adaptive Markov chain Monte Carlo procedure. Our results indicate that model parameters can be estimated reliably for individual subjects. We conclude that approximative Bayesian inference represents a considerable step forward for computational models of eye-movement control, where modeling of individual data on the basis of process-based dynamic models has not been possible so far. KW - dynamical models KW - reading KW - eye movements KW - saccades KW - likelihood function KW - Bayesian inference KW - MCMC KW - interindividual differences Y1 - 2020 U6 - https://doi.org/10.1016/j.jmp.2019.102313 SN - 0022-2496 SN - 1096-0880 VL - 95 PB - Elsevier CY - San Diego ER - TY - JOUR A1 - Risse, Sarah A1 - Krügel, Andre A1 - Backhaus, Daniel T1 - Open Education in Methods Training T1 - Open Education in der Methodenausbildung BT - Vorstellung eines digitalen Lehrkonzepts für computergestütztes wissenschaftliches Arbeiten BT - Presentation of a digital Teaching Concept for computer-supported scientific Work JF - Psychologische Rundschau : offizielles Organ der Deutschen Gesellschaft für Psychologie Y1 - 2022 U6 - https://doi.org/10.1026/0033-3042/a000602 SN - 0033-3042 SN - 2190-6238 VL - 73 IS - 3 SP - 206 EP - 208 PB - HOGREFE VERLAG CY - Göttingen ER - TY - JOUR A1 - Seelig, Stefan A1 - Risse, Sarah A1 - Engbert, Ralf T1 - Predictive modeling of parafoveal information processing during reading JF - Scientific reports N2 - Skilled reading requires information processing of the fixated and the not-yet-fixated words to generate precise control of gaze. Over the last 30 years, experimental research provided evidence that word processing is distributed across the perceptual span, which permits recognition of the fixated (foveal) word as well as preview of parafoveal words to the right of fixation. However, theoretical models have been unable to differentiate the specific influences of foveal and parafoveal information on saccade control. Here we show how parafoveal word difficulty modulates spatial and temporal control of gaze in a computational model to reproduce experimental results. In a fully Bayesian framework, we estimated model parameters for different models of parafoveal processing and carried out large-scale predictive simulations and model comparisons for a gaze-contingent reading experiment. We conclude that mathematical modeling of data from gaze-contingent experiments permits the precise identification of pathways from parafoveal information processing to gaze control, uncovering potential mechanisms underlying the parafoveal contribution to eye-movement control. Y1 - 2021 U6 - https://doi.org/10.1038/s41598-021-92140-z SN - 2045-2322 VL - 11 IS - 1 PB - Nature Portfolio CY - Berlin ER - TY - JOUR A1 - Seelig, Stefan A1 - Risse, Sarah A1 - Engbert, Ralf T1 - Predictive modeling of parafoveal information processing during reading JF - Scientific Reports N2 - Skilled reading requires information processing of the fixated and the not-yet-fixated words to generate precise control of gaze. Over the last 30 years, experimental research provided evidence that word processing is distributed across the perceptual span, which permits recognition of the fixated (foveal) word as well as preview of parafoveal words to the right of fixation. However, theoretical models have been unable to differentiate the specific influences of foveal and parafoveal information on saccade control. Here we show how parafoveal word difficulty modulates spatial and temporal control of gaze in a computational model to reproduce experimental results. In a fully Bayesian framework, we estimated model parameters for different models of parafoveal processing and carried out large-scale predictive simulations and model comparisons for a gaze-contingent reading experiment. We conclude that mathematical modeling of data from gaze-contingent experiments permits the precise identification of pathways from parafoveal information processing to gaze control, uncovering potential mechanisms underlying the parafoveal contribution to eye-movement control. Y1 - 2021 SN - 2045-2322 VL - 11 PB - Springer Nature CY - Berlin ER - TY - JOUR A1 - Risse, Sarah A1 - Seelig, Stefan T1 - Stable preview difficulty effects in reading with an improved variant of the boundary paradigm JF - The quarterly journal of experimental psychology N2 - Using gaze-contingent display changes in the boundary paradigm during sentence reading, it has recently been shown that parafoveal word-processing difficulties affect fixations on words to the right of the boundary. Current interpretations of this post-boundary preview difficulty effect range from delayed parafoveal-on-foveal effects in parallel word-processing models to forced fixations in serial word-processing models. However, these findings are based on an experimental design that, while allowing to isolate preview difficulty effects, might have established a bias with respect to asymmetries in parafoveal preview benefit for high-frequent and low-frequent target words. Here, we present a revision of this paradigm varying the preview’s lexical frequency and keeping the target word constant. We found substantial effects of the preview difficulty in fixation durations after the boundary confirming that preview processing affects the oculomotor decisions not only via trans-saccadic integration of preview and target word information. An additional time-course analysis showed that the preview difficulty effect was significant across the full fixation duration distribution on the target word without any evidence on the pretarget word before the boundary. We discuss implications of the accumulating evidence of post-boundary preview difficulty effects for models of eye movement control during reading. KW - Eye tracking KW - reading KW - parafoveal preview benefit KW - delayed parafoveal-on-foveal effects KW - forced fixations Y1 - 2019 U6 - https://doi.org/10.1177/1747021818819990 SN - 1747-0218 SN - 1747-0226 VL - 72 IS - 7 SP - 1632 EP - 1645 PB - Sage Publ. CY - London ER - TY - JOUR A1 - Klein, Angela Ines A1 - Kruegel, Andre A1 - Risse, Sarah A1 - Esser, Günter A1 - Engbert, Ralf A1 - Pereira, Vera Wannmacher T1 - The processing of pronominal anaphora by children that have attention deficit hyperactivity disorder or dyslexia: a study through the analysis of eye movements JF - Letras de hoje N2 - The aim of this work was to verify the processing of pronominal anaphora by children that have attention deficit hyperactivity disorder or dyslexia. The sample studied consisted of 75 children that speak German, which read two texts of 80 words containing pronominal anaphora. The eye movements of all participants were recorded and, to make sure they were reading with attention, two activities that tested reading comprehension were proposed. Through the analysis of eye movements, specifically the fixations, the data indicate that children with disorders have difficulty to process the pronominal anaphora, especially dyslexic children. KW - ADHD KW - Dyslexia KW - Reading comprehension KW - Eye movements KW - Pronominal anaphora Y1 - 2015 SN - 0101-3335 SN - 1984-7726 VL - 50 IS - 1 SP - 40 EP - 48 PB - PUCRS CY - Porto Alegre ER - TY - JOUR A1 - Risse, Sarah T1 - Effects of visual span on reading speed and parafoveal processing in eye movements during sentence reading JF - Journal of vision KW - eyetracking KW - reading KW - visual span profiles KW - crowding KW - reading speed KW - preview benefit KW - parafoveal vision Y1 - 2014 U6 - https://doi.org/10.1167/14.8.11 SN - 1534-7362 VL - 14 IS - 8 PB - Association for Research in Vision and Opthalmology CY - Rockville ER - TY - JOUR A1 - Schad, Daniel A1 - Risse, Sarah A1 - Slattery, Timothy A1 - Rayner, Keith T1 - Word frequency in fast priming: Evidence for immediate cognitive control of eye movements during reading JF - Visual cognition N2 - Numerous studies have demonstrated effects of word frequency on eye movements during reading, but the precise timing of this influence has remained unclear. The fast priming paradigm was previously used to study influences of related versus unrelated primes on the target word. Here, we use this procedure to investigate whether the frequency of the prime word has a direct influence on eye movements during reading when the prime-target relation is not manipulated. We found that with average prime intervals of 32 ms readers made longer single fixation durations on the target word in the low than in the high frequency prime condition. Distributional analyses demonstrated that the effect of prime frequency on single fixation durations occurred very early, supporting theories of immediate cognitive control of eye movements. Finding prime frequency effects only 207 ms after visibility of the prime and for prime durations of 32 ms yields new time constraints for cognitive processes controlling eye movements during reading. Our variant of the fast priming paradigm provides a new approach to test early influences of word processing on eye movement control during reading. KW - Eye movements KW - Fast-priming KW - Distributional analyses KW - Reading KW - Word frequency Y1 - 2014 U6 - https://doi.org/10.1080/13506285.2014.892041 SN - 1350-6285 SN - 1464-0716 VL - 22 IS - 3-4 SP - 390 EP - 414 PB - Routledge, Taylor & Francis Group CY - Abingdon ER - TY - JOUR A1 - Risse, Sarah A1 - Hohenstein, Sven A1 - Kliegl, Reinhold A1 - Engbert, Ralf T1 - A theoretical analysis of the perceptual span based on SWIFT simulations of the n+2 boundary paradigm JF - Visual cognition N2 - Eye-movement experiments suggest that the perceptual span during reading is larger than the fixated word, asymmetric around the fixation position, and shrinks in size contingent on the foveal processing load. We used the SWIFT model of eye-movement control during reading to test these hypotheses and their implications under the assumption of graded parallel processing of all words inside the perceptual span. Specifically, we simulated reading in the boundary paradigm and analysed the effects of denying the model to have valid preview of a parafoveal word n + 2 two words to the right of fixation. Optimizing the model parameters for the valid preview condition only, we obtained span parameters with remarkably realistic estimates conforming to the empirical findings on the size of the perceptual span. More importantly, the SWIFT model generated parafoveal processing up to word n + 2 without fitting the model to such preview effects. Our results suggest that asymmetry and dynamic modulation are plausible properties of the perceptual span in a parallel word-processing model such as SWIFT. Moreover, they seem to guide the flexible distribution of processing resources during reading between foveal and parafoveal words. KW - Eye movements KW - Reading KW - Computational modelling KW - Perceptual span KW - Preview Y1 - 2014 U6 - https://doi.org/10.1080/13506285.2014.881444 SN - 1350-6285 SN - 1464-0716 VL - 22 IS - 3-4 SP - 283 EP - 308 PB - Routledge, Taylor & Francis Group CY - Abingdon ER - TY - JOUR A1 - Risse, Sarah A1 - Kliegl, Reinhold T1 - Dissociating preview validity and preview difficulty in parafoveal processing of word n+1 during reading JF - Journal of experimental psychology : Human perception and performance N2 - Many studies have shown that previewing the next word n + 1 during reading leads to substantial processing benefit (e.g., shorter word viewing times) when this word is eventually fixated. However, evidence of such preprocessing in fixations on the preceding word n when in fact the information about the preview is acquired is far less consistent. A recent study suggested that such effects may be delayed into fixations on the next word n + 1 (Risse & Kliegl, 2012). To investigate the time course of parafoveal information-acquisition on the control of eye movements during reading, we conducted 2 gaze-contingent display-change experiments and orthogonally manipulated the processing difficulty (i.e., word frequency) of an n + 1 preview word and its validity relative to the target word. Preview difficulty did not affect fixation durations on the pretarget word n but on the target word n + 1. In fact, the delayed preview-difficulty effect was almost of the same size as the preview benefit associated with the n + 1 preview validity. Based on additional results from quantile-regression analyses on the time course of the 2 preview effects, we discuss consequences as to the integration of foveal and parafoveal information and potential implications for computational models of eye guidance in reading. KW - display-change awareness KW - eye movements KW - parafoveal-on-foveal effect KW - parafoveal preview benefit KW - perceptual span Y1 - 2014 U6 - https://doi.org/10.1037/a0034997 SN - 0096-1523 SN - 1939-1277 VL - 40 IS - 2 SP - 653 EP - 668 PB - American Psychological Association CY - Washington ER -