TY - JOUR A1 - Matuschek, Hannes A1 - Kliegl, Reinhold A1 - Holschneider, Matthias T1 - Smoothing Spline ANOVA Decomposition of Arbitrary Splines: An Application to Eye Movements in Reading JF - PLoS one N2 - The Smoothing Spline ANOVA (SS-ANOVA) requires a specialized construction of basis and penalty terms in order to incorporate prior knowledge about the data to be fitted. Typically, one resorts to the most general approach using tensor product splines. This implies severe constraints on the correlation structure, i.e. the assumption of isotropy of smoothness can not be incorporated in general. This may increase the variance of the spline fit, especially if only a relatively small set of observations are given. In this article, we propose an alternative method that allows to incorporate prior knowledge without the need to construct specialized bases and penalties, allowing the researcher to choose the spline basis and penalty according to the prior knowledge of the observations rather than choosing them according to the analysis to be done. The two approaches are compared with an artificial example and with analyses of fixation durations during reading. Y1 - 2015 U6 - https://doi.org/10.1371/journal.pone.0119165 SN - 1932-6203 VL - 10 IS - 3 PB - PLoS CY - San Fransisco ER - TY - JOUR A1 - Laubrock, Jochen A1 - Kliegl, Reinhold T1 - The eye-voice span during reading aloud JF - Frontiers in psychology N2 - Although eye movements during reading are modulated by cognitive processing demands, they also reflect visual sampling of the input, and possibly preparation of output for speech or the inner voice. By simultaneously recording eye movements and the voice during reading aloud, we obtained an output measure that constrains the length of time spent on cognitive processing. Here we investigate the dynamics of the eye-voice span (EVS), the distance between eye and voice. We show that the EVS is regulated immediately during fixation of a word by either increasing fixation duration or programming a regressive eye movement against the reading direction. EVS size at the beginning of a fixation was positively correlated with the likelihood of regressions and refixations. Regression probability was further increased if the EVS was still large at the end of a fixation: if adjustment of fixation duration did not sufficiently reduce the EVS during a fixation, then a regression rather than a refixation followed with high probability. We further show that the EVS can help understand cognitive influences on fixation duration during reading: in mixed model analyses, the EVS was a stronger predictor of fixation durations than either word frequency or word length. The EVS modulated the influence of several other predictors on single fixation durations (SFDs). For example, word-N frequency effects were larger with a large EVS, especially when word N-1 frequency was low. Finally, a comparison of SFDs during oral and silent reading showed that reading is governed by similar principles in both reading modes, although EVS maintenance and articulatory processing also cause some differences. In summary, the EVS is regulated by adjusting fixation duration and/or by programming a regressive eye movement when the EVS gets too large. Overall, the EVS appears to be directly related to updating of the working memory buffer during reading. KW - reading KW - eye movements KW - eye-voice span KW - synchronization KW - working memory updating KW - psychologinguistics Y1 - 2015 U6 - https://doi.org/10.3389/fpsyg.2015.01437 SN - 1664-1078 VL - 6 PB - Frontiers Research Foundation CY - Lausanne ER - TY - JOUR A1 - Schroeder, Sascha A1 - Würzner, Kay-Michael A1 - Heister, Julian A1 - Geyken, Alexander A1 - Kliegl, Reinhold T1 - childLex: a lexical database of German read by children JF - Behavior research methods : a journal of the Psychonomic Society N2 - This article introduces childLex, an online database of German read by children. childLex is based on a corpus of children's books and comprises 10 million words that were syntactically annotated and lemmatized. childLex reports linguistic norms for lexical, superlexical, and sublexical variables in three different age groups: 6-8 (grades 1-2), 9-10 (grades 3-4), and 11-12 years (grades 5-6). Here, we describe how childLex was collected and analyzed. In addition, we provide information about the distributions of word frequency, word length, and orthographic neighborhood size, as well as their intercorrelations. Finally, we explain how childLex can be accessed using a Web interface. KW - Lexical database KW - Child language KW - Reading development Y1 - 2015 U6 - https://doi.org/10.3758/s13428-014-0528-1 SN - 1554-351X SN - 1554-3528 VL - 47 IS - 4 SP - 1085 EP - 1094 PB - Springer CY - New York ER - TY - JOUR A1 - Hohenstein, Sven A1 - Kliegl, Reinhold T1 - Semantic preview benefit during reading JF - Journal of experimental psychology : Learning, memory, and cognition N2 - Word features in parafoveal vision influence eye movements during reading. The question of whether readers extract semantic information from parafoveal words was studied in 3 experiments by using a gaze-contingent display change technique. Subjects read German sentences containing 1 of several preview words that were replaced by a target word during the saccade to the preview (boundary paradigm). In the 1st experiment the preview word was semantically related or unrelated to the target. Fixation durations on the target were shorter for semantically related than unrelated previews, consistent with a semantic preview benefit. In the 2nd experiment, half the sentences were presented following the rules of German spelling (i.e., previews and targets were printed with an initial capital letter), and the other half were presented completely in lowercase. A semantic preview benefit was obtained under both conditions. In the 3rd experiment, we introduced 2 further preview conditions, an identical word and a pronounceable nonword, while also manipulating the text contrast. Whereas the contrast had negligible effects, fixation durations on the target were reliably different for all 4 types of preview. Semantic preview benefits were greater for pretarget fixations closer to the boundary (large preview space) and, although not as consistently, for long pretarget fixation durations (long preview time). The results constrain theoretical proposals about eye movement control in reading. KW - eye movements KW - reading KW - semantic preview benefit KW - parafoveal processing KW - display change awareness Y1 - 2014 U6 - https://doi.org/10.1037/a0033670 SN - 0278-7393 SN - 1939-1285 VL - 40 IS - 1 SP - 166 EP - 190 PB - American Psychological Association CY - Washington ER - TY - JOUR A1 - Fernandez, Gerardo A1 - Shalom, Diego E. A1 - Kliegl, Reinhold A1 - Sigman, Mariano T1 - Eye movements during reading proverbs and regular sentences: the incoming word predictability effect JF - Language, cognition and neuroscience KW - eye movements KW - reading KW - proverbs KW - incoming word predictability effect Y1 - 2014 U6 - https://doi.org/10.1080/01690965.2012.760745 SN - 2327-3798 SN - 2327-3801 VL - 29 IS - 3 SP - 260 EP - 273 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 - Pan, Jinger A1 - Yan, Ming A1 - Laubrock, Jochen A1 - Shu, Hua A1 - Kliegl, Reinhold T1 - Saccade-target selection of dyslexic children when reading Chinese JF - Vision research : an international journal for functional aspects of vision. N2 - This study investigates the eye movements of dyslexic children and their age-matched controls when reading Chinese. Dyslexic children exhibited more and longer fixations than age-matched control children, and an increase of word length resulted in a greater increase in the number of fixations and gaze durations for the dyslexic than for the control readers. The report focuses on the finding that there was a significant difference between the two groups in the fixation landing position as a function of word length in single-fixation cases, while there was no such difference in the initial fixation of multi-fixation cases. We also found that both groups had longer incoming saccade amplitudes while the launch sites were closer to the word in single fixation cases than in multi-fixation cases. Our results suggest that dyslexic children's inefficient lexical processing, in combination with the absence of orthographic word boundaries in Chinese, leads them to select saccade targets at the beginning of words conservatively. These findings provide further evidence for parafoveal word segmentation during reading of Chinese sentences. KW - Chinese KW - Dyslexic children KW - Eye movements KW - Saccade-target selection KW - Reading Y1 - 2014 U6 - https://doi.org/10.1016/j.visres.2014.01.014 SN - 0042-6989 SN - 1878-5646 VL - 97 SP - 24 EP - 30 PB - Elsevier CY - Oxford 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 - TY - JOUR A1 - Jünger, Elisabeth A1 - Kliegl, Reinhold A1 - Oberauer, Klaus T1 - No evidence for feature overwriting in visual working memory JF - Memory Y1 - 2014 SN - 0965-8211 SN - 1464-0686 VL - 22 IS - 4 SP - 374 EP - 389 PB - Routledge, Taylor & Francis Group CY - Abingdon ER - TY - JOUR A1 - Hofmann, Markus J. A1 - Dambacher, Michael A1 - Jacobs, Arthur M. A1 - Kliegl, Reinhold A1 - Radach, Ralph A1 - Kuchinke, Lars A1 - Plichta, Michael M. A1 - Fallgatter, Andreas J. A1 - Herrmann, Martin J. T1 - Occipital and orbitofrontal hemodynamics during naturally paced reading: An fNIRS study JF - NeuroImage : a journal of brain function N2 - Humans typically read at incredibly fast rates, because they predict likely occurring words from a given context. Here, we used functional near-infrared spectroscopy (fNIRS) to track the ultra-rapid hemodynamic responses of words presented every 280 ms in a naturally paced sentence context. We found a lower occipital deoxygenation to unpredictable than to predictable words. The greater hemodynamic responses to unexpected words suggest that the visual features of expected words have been pre-activated previous to stimulus presentation. Second, we tested opposing theoretical proposals about the role of the medial orbitofrontal cortex (OFC): Either OFC may respond to the breach of expectation; or OFC is activated when the present stimulus matches the prediction. A significant interaction between word frequency and predictability indicated OFC responses to breaches of expectation for low- but not for high-frequency words: OFC is sensitive to both, bottom-up processing as mediated by word frequency, as well as top-down predictions. Particularly, when a rare word is unpredictable, OFC becomes active. Finally, we discuss how a high temporal resolution can help future studies to disentangle the hemodynamic responses of single trials in such an ultra-rapid event succession as naturally paced reading. (C) 2014 Elsevier Inc. All rights reserved. KW - Frontopolar KW - Orbitofrontal KW - Bayesian brain KW - Predictive coding KW - Cloze probability Y1 - 2014 U6 - https://doi.org/10.1016/j.neuroimage.2014.03.014 SN - 1053-8119 SN - 1095-9572 VL - 94 SP - 193 EP - 202 PB - Elsevier CY - San Diego ER -