TY - JOUR A1 - Rabe, Maximilian Michael A1 - Chandra, Johan A1 - Krügel, André A1 - Seelig, Stefan A. A1 - Vasishth, Shravan A1 - Engbert, Ralf T1 - A bayesian approach to dynamical modeling of eye-movement control in reading of normal, mirrored, and scrambled texts JF - Psychological Review N2 - In eye-movement control during reading, advanced process-oriented models have been developed to reproduce behavioral data. So far, model complexity and large numbers of model parameters prevented rigorous statistical inference and modeling of interindividual differences. Here we propose a Bayesian approach to both problems for one representative computational model of sentence reading (SWIFT; Engbert et al., Psychological Review, 112, 2005, pp. 777-813). We used experimental data from 36 subjects who read the text in a normal and one of four manipulated text layouts (e.g., mirrored and scrambled letters). The SWIFT model was fitted to subjects and experimental conditions individually to investigate between- subject variability. Based on posterior distributions of model parameters, fixation probabilities and durations are reliably recovered from simulated data and reproduced for withheld empirical data, at both the experimental condition and subject levels. A subsequent statistical analysis of model parameters across reading conditions generates model-driven explanations for observable effects between conditions. KW - reading eye movements KW - dynamical models KW - Bayesian inference KW - oculomotor KW - control KW - individual differences Y1 - 2021 U6 - https://doi.org/10.1037/rev0000268 SN - 0033-295X SN - 1939-1471 VL - 128 IS - 5 SP - 803 EP - 823 PB - American Psychological Association CY - Washington ER - TY - THES A1 - Yadav, Himanshu T1 - A computational evaluation of feature distortion and cue weighting in sentence comprehension T1 - Eine komputationale Evaluation von Feature-Verfälschung und Cue-Gewichtung in der Satzverarbeitung N2 - Successful sentence comprehension requires the comprehender to correctly figure out who did what to whom. For example, in the sentence John kicked the ball, the comprehender has to figure out who did the action of kicking and what was being kicked. This process of identifying and connecting the syntactically-related words in a sentence is called dependency completion. What are the cognitive constraints that determine dependency completion? A widely-accepted theory is cue-based retrieval. The theory maintains that dependency completion is driven by a content-addressable search for the co-dependents in memory. The cue-based retrieval explains a wide range of empirical data from several constructions including subject-verb agreement, subject-verb non-agreement, plausibility mismatch configurations, and negative polarity items. However, there are two major empirical challenges to the theory: (i) Grammatical sentences’ data from subject-verb number agreement dependencies, where the theory predicts a slowdown at the verb in sentences like the key to the cabinet was rusty compared to the key to the cabinets was rusty, but the data are inconsistent with this prediction; and, (ii) Data from antecedent-reflexive dependencies, where a facilitation in reading times is predicted at the reflexive in the bodybuilder who worked with the trainers injured themselves vs. the bodybuilder who worked with the trainer injured themselves, but the data do not show a facilitatory effect. The work presented in this dissertation is dedicated to building a more general theory of dependency completion that can account for the above two datasets without losing the original empirical coverage of the cue-based retrieval assumption. In two journal articles, I present computational modeling work that addresses the above two empirical challenges. To explain the grammatical sentences’ data from subject-verb number agreement dependencies, I propose a new model that assumes that the cue-based retrieval operates on a probabilistically distorted representation of nouns in memory (Article I). This hybrid distortion-plus-retrieval model was compared against the existing candidate models using data from 17 studies on subject-verb number agreement in 4 languages. I find that the hybrid model outperforms the existing models of number agreement processing suggesting that the cue-based retrieval theory must incorporate a feature distortion assumption. To account for the absence of facilitatory effect in antecedent-reflexive dependen� cies, I propose an individual difference model, which was built within the cue-based retrieval framework (Article II). The model assumes that individuals may differ in how strongly they weigh a syntactic cue over a number cue. The model was fitted to data from two studies on antecedent-reflexive dependencies, and the participant-level cue-weighting was estimated. We find that one-fourth of the participants, in both studies, weigh the syntactic cue higher than the number cue in processing reflexive dependencies and the remaining participants weigh the two cues equally. The result indicates that the absence of predicted facilitatory effect at the level of grouped data is driven by some, not all, participants who weigh syntactic cues higher than the number cue. More generally, the result demonstrates that the assumption of differential cue weighting is important for a theory of dependency completion processes. This differential cue weighting idea was independently supported by a modeling study on subject-verb non-agreement dependencies (Article III). Overall, the cue-based retrieval, which is a general theory of dependency completion, needs to incorporate two new assumptions: (i) the nouns stored in memory can undergo probabilistic feature distortion, and (ii) the linguistic cues used for retrieval can be weighted differentially. This is the cumulative result of the modeling work presented in this dissertation. The dissertation makes an important theoretical contribution: Sentence comprehension in humans is driven by a mechanism that assumes cue-based retrieval, probabilistic feature distortion, and differential cue weighting. This insight is theoretically important because there is some independent support for these three assumptions in sentence processing and the broader memory literature. The modeling work presented here is also methodologically important because for the first time, it demonstrates (i) how the complex models of sentence processing can be evaluated using data from multiple studies simultaneously, without oversimplifying the models, and (ii) how the inferences drawn from the individual-level behavior can be used in theory development. N2 - Bei der Satzverarbeitung muss der Leser richtig herausfinden, wer wem was angetan hat. Zum Beispiel muss der Leser in dem Satz „John hat den Ball getreten“ herausfinden, wer tat die Aktion des Tretens und was getreten wurde. Dieser Prozess des Identifizierens und Verbindens der syntaktisch verwandte Wörter in einem Satz nennt man Dependency-Completion. Was sind die kognitiven Mechanismen, die Dependency-Completion bestimmen? Eine weithin akzeptierte Theorie ist der Cue-based retrieval. Die Theorie besagt, dass die Dependency-Completion durch eine inhaltsadressierbare Suche nach der vorangetrieben wird Co-Abhängige im Gedächtnis. Der Cue-basierte Abruf erklärt ein breites Spektrum an empirischen Daten mehrere Konstruktionen, darunter Subjekt-Verb-Übereinstimmung, Subjekt-Verb-Nichtübereinstimmung, Plausibilität Mismatch-Konfigurationen und Elemente mit negativer Polarität. Es gibt jedoch zwei große empirische Herausforderungen für die Theorie: (i) Grammatische Sätze Daten aus Subjekt-Verb-Nummer-Dependency, bei denen die Theorie eine Verlangsamung vorhersagt das Verb in Sätzen wie „the key to the cabinet was rusty“ im Vergleich zu „the key to the cabinets was rusty“, aber die Daten stimmen nicht mit dieser Vorhersage überein; und (ii) Daten von Antezedenz-Reflexiv Strukturen, wo eine Leseerleichterung beim reflexiven „the bodybuilder who worked with the trainers injured themselves“ vs. „the bodybuilder who worked with the trainers injured themselves", aber die Daten zeigen keine vermittelnde Wirkung. Die in dieser Dissertation vorgestellte Arbeit widmet sich dem Aufbau einer allgemeineren Theorie von Dependency-Completion, die die beiden oben genannten Datensätze berücksichtigen kann, ohne das Original zu verlieren empirische Abdeckung der Cue-based Retrieval-Annahme. In zwei Zeitschriftenartikeln stelle ich Arbeiten zur Computermodellierung vor, die sich mit den beiden oben genannten empirischen Herausforderungen befassen. Um die Daten der grammatikalischen Sätze aus den Abhängigkeiten der Subjekt-Verb-Nummer-Übereinstimmung zu erklären, schlage ich ein neues Modell vor, das davon ausgeht, dass der Cue-basierte Abruf probabilistisch funktioniert verzerrte Darstellung von Substantiven im Gedächtnis (Artikel I). Dieses hybride Distortion-plus-Retrieval-Modell wurde anhand von Daten aus 17 Studien zu Subjekt-Verb mit den bestehenden Kandidatenmodellen verglichen Nummernvereinbarung in 4 Sprachen. Ich finde, dass das Hybridmodell die bestehenden Modelle übertrifft der Nummernvereinbarungsverarbeitung, was darauf hindeutet, dass die Cue-based Retrieval-Theorie Folgendes umfassen muss: a Annahme von Feature-Verfälschung. Um das Fehlen eines unterstützenden Effekts in antezedens-reflexiven Abhängigkeiten zu berücksichtigen, schlage ich ein individuelles Differenzmodell vor, das innerhalb des Cue-based Retrieval-Frameworks erstellt wurde (Artikel II). Das Modell geht davon aus, dass Individuen sich darin unterscheiden können, wie stark sie eine Syntax gewichten Cue über einem Nummern-Cue. Das Modell wurde an Daten aus zwei Studien zum Antezedenz-Reflexiv angepasst Abhängigkeiten, und die Cue-Gewichtung auf Teilnehmerebene wurde geschätzt. Wir finden, dass ein Viertel von Die Teilnehmer in beiden Studien gewichten bei der Verarbeitung den syntaktischen Cue höher als den numerischen Cue reflexive Abhängigkeiten und die verbleibenden Teilnehmer gewichten die beiden Cue gleichermaßen. Das Ergebnis weist darauf hin, dass das Fehlen des prognostizierten Erleichterungseffekts auf der Ebene der gruppierten Daten von einigen, nicht alle Teilnehmer, die syntaktische Cue höher gewichten als Zahlenhinweise. Allgemeiner gesagt, die Das Ergebnis zeigt, dass die Annahme einer differentiellen Hinweisgewichtung wichtig für eine Theorie von ist Dependency-Completion. Diese Idee der differentiellen Cue-Gewichtung wurde unabhängig unterstützt durch eine Modellierungsstudie zu Subjekt-Verb-Nichteinigungsabhängigkeiten (Artikel III). Insgesamt benötigt der Cue-basierte Abruf, der eine allgemeine Theorie der Abhängigkeitsvervollständigung ist um zwei neue Annahmen aufzunehmen: (i) die im Gedächtnis gespeicherten Substantive können einer Wahrscheinlichkeitsanalyse unterzogen werden Feature-Verfälschung, und (ii) die für den Abruf verwendeten sprachlichen Cue können unterschiedlich gewichtet werden. Das ist das kumulative Ergebnis der in dieser Dissertation vorgestellten Modellierungsarbeit.Die Dissertation leistet einen wichtigen theoretischen Beitrag: Satzverständnis in Der Mensch wird von einem Mechanismus getrieben, der einen hinweisbasierten Abruf, eine probabilistische Merkmalsverzerrung und eine differentielle Hinweisgewichtung annimmt. Diese Einsicht ist theoretisch wichtig, weil es einige gibt unabhängige Unterstützung für diese drei Annahmen in der Satzverarbeitung und im weiteren Gedächtnis Literatur. Die hier vorgestellten Modellierungsarbeiten sind auch methodisch wichtig, weil für die Zum ersten Mal wird gezeigt, (i) wie die komplexen Modelle der Satzverarbeitung evaluiert werden können Daten aus mehreren Studien gleichzeitig zu verwenden, ohne die Modelle zu stark zu vereinfachen, und (ii) wie die Schlussfolgerungen aus dem Verhalten auf individueller Ebene können in der Theorieentwicklung verwendet werden. KW - sentence comprehension KW - individual differences KW - cue-based retrieval KW - memory distortion KW - Approximate Bayesian Computation KW - cue reliability KW - ungefähre Bayessche Komputation KW - Cue-Gewichtung KW - Cue-basierter Retrieval KW - individuelle Unterschiede KW - Darstellung Verfälschung KW - Satzverarbeitung Y1 - 2023 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-585055 ER - TY - JOUR A1 - Mazza, Valeria A1 - Günther, Anja T1 - City mice and country mice BT - innovative problem solving in rural and urban noncommensal rodents JF - Animal behaviour N2 - The ability to produce innovative behaviour is a key determinant in the successful coping with environmental challenges and changes. The expansion of human-altered environments presents wildlife with multiple novel situations in which innovativeness could be beneficial. A better understanding of the drivers of within-species variation in innovation propensity and its consequences will provide insights into the traits enabling animals to thrive in the face of human-induced rapid environmental change. We compared problem-solving performance of 31 striped field mice, Apodemus agrarius, originating from rural or urban environments in a battery of eight foraging extraction tasks. We tested whether differences in problem-solving performance were mediated by the extent and duration of the animal's exploration of the experimental set-ups, the time required to solve the tasks, and their persistence. In addition, we tested the influence of the diversity of motor responses, as well as of behavioural traits boldness and activity on problem-solving performance. Urban individuals were better problem solvers despite rural individuals approaching faster and interacting longer with the test set-ups. Participation rates and time required to solve a task did not differ between rural and urban individuals. However, in case of failure to solve a task, rural mice were more persistent. The best predictors of solving success, aside from the area of origin, were the time spent exploring the set-ups and boldness, while activity and diversity of motor responses did not explain it. Problem-solving ability could thus be a contributing factor to the successful coping with the rapid and recent expansion of human-altered environments. KW - animal personality KW - anthropogenic environment KW - Apodemus agrarius KW - HIREC KW - individual differences KW - innovation KW - problem solving KW - rodent KW - urbanization Y1 - 2021 U6 - https://doi.org/10.1016/j.anbehav.2020.12.007 SN - 0003-3472 SN - 1095-8282 VL - 172 SP - 197 EP - 210 PB - Elsevier CY - Amsterdam ER - TY - GEN A1 - Kowalski, Gabriele Joanna A1 - Grimm, Volker A1 - Herde, Antje A1 - Guenther, Anja A1 - Eccard, Jana T1 - Does Animal Personality Affect Movement in Habitat Corridors? BT - Experiments with Common Voles (Microtus arvalis) Using Different Corridor Widths T2 - Postprints der Universität Potsdam Mathematisch-Naturwissenschaftliche Reihe N2 - Animal personality may affect an animal’s mobility in a given landscape, influencing its propensity to take risks in an unknown environment. We investigated the mobility of translocated common voles in two corridor systems 60 m in length and differing in width (1 m and 3 m). Voles were behaviorally phenotyped in repeated open field and barrier tests. Observed behavioral traits were highly repeatable and described by a continuous personality score. Subsequently, animals were tracked via an automated very high frequency (VHF) telemetry radio tracking system to monitor their movement patterns in the corridor system. Although personality did not explain movement patterns, corridor width determined the amount of time spent in the habitat corridor. Voles in the narrow corridor system entered the corridor faster and spent less time in the corridor than animals in the wide corridor. Thus, landscape features seem to affect movement patterns more strongly than personality. Meanwhile, site characteristics, such as corridor width, could prove to be highly important when designing corridors for conservation, with narrow corridors facilitating faster movement through landscapes than wider corridors. T3 - Zweitveröffentlichungen der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe - 747 KW - activity KW - animal personality KW - wildlife corridors KW - habitat connectivity KW - individual differences KW - rodents Y1 - 2019 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-435770 SN - 1866-8372 IS - 747 ER - TY - JOUR A1 - Kowalski, Gabriele Joanna A1 - Grimm, Volker A1 - Herde, Antje A1 - Guenther, Anja A1 - Eccard, Jana T1 - Does Animal Personality Affect Movement in Habitat Corridors? BT - Experiments with Common Voles (Microtus arvalis) Using Different Corridor Widths JF - Animals N2 - Animal personality may affect an animal’s mobility in a given landscape, influencing its propensity to take risks in an unknown environment. We investigated the mobility of translocated common voles in two corridor systems 60 m in length and differing in width (1 m and 3 m). Voles were behaviorally phenotyped in repeated open field and barrier tests. Observed behavioral traits were highly repeatable and described by a continuous personality score. Subsequently, animals were tracked via an automated very high frequency (VHF) telemetry radio tracking system to monitor their movement patterns in the corridor system. Although personality did not explain movement patterns, corridor width determined the amount of time spent in the habitat corridor. Voles in the narrow corridor system entered the corridor faster and spent less time in the corridor than animals in the wide corridor. Thus, landscape features seem to affect movement patterns more strongly than personality. Meanwhile, site characteristics, such as corridor width, could prove to be highly important when designing corridors for conservation, with narrow corridors facilitating faster movement through landscapes than wider corridors. KW - activity KW - animal personality KW - wildlife corridors KW - habitat connectivity KW - individual differences KW - rodents Y1 - 2019 U6 - https://doi.org/10.3390/ani9060291 SN - 2076-2615 VL - 9 IS - 6 PB - MDPI CY - Basel ER - TY - JOUR A1 - Kliegl, Reinhold A1 - Wei, Ping A1 - Dambacher, Michael A1 - Yan, Ming A1 - Zhou, Xiaolin T1 - Experimental effects and individual differences in linear mixed models estimating the relationship between spatial, object, and attraction effects in visual attention JF - Frontiers in psychology N2 - Linear mixed models (LMMs) provide a still underused methodological perspective on combining experimental and individual-differences research. Here we illustrate this approach with two-rectangle cueing in visual attention (Egly et al., 1994). We replicated previous experimental cue-validity effects relating to a spatial shift of attention within an object (spatial effect), to attention switch between objects (object effect), and to the attraction of attention toward the display centroid (attraction effect), also taking into account the design-inherent imbalance of valid and other trials. We simultaneously estimated variance/covariance components of subject-related random effects for these spatial, object, and attraction effects in addition to their mean reaction times (RTs). The spatial effect showed a strong positive correlation with mean RT and a strong negative correlation with the attraction effect. The analysis of individual differences suggests that slow subjects engage attention more strongly at the cued location than fast subjects. We compare this joint LMM analysis of experimental effects and associated subject-related variances and correlations with two frequently used alternative statistical procedures. KW - linear mixed model KW - individual differences KW - visual attention KW - spatial attention KW - object-based attention Y1 - 2011 U6 - https://doi.org/10.3389/fpsyg.2010.00238 SN - 1664-1078 VL - 2 PB - Frontiers Research Foundation CY - Lausanne ER - TY - GEN A1 - Kliegl, Reinhold A1 - Wei, Ping A1 - Dambacher, Michael A1 - Yan, Ming A1 - Zhou, Xiaolin T1 - Experimental effects and individual differences in linear mixed models: Estimating the relationship between spatial, object, and attraction effects in visual attention N2 - Linear mixed models (LMMs) provide a still underused methodological perspective on combining experimental and individual-differences research. Here we illustrate this approach with two-rectangle cueing in visual attention (Egly et al., 1994). We replicated previous experimental cue-validity effects relating to a spatial shift of attention within an object (spatial effect), to attention switch between objects (object effect), and to the attraction of attention toward the display centroid (attraction effect), also taking into account the design-inherent imbalance of valid and other trials. We simultaneously estimated variance/covariance components of subject-related random effects for these spatial, object, and attraction effects in addition to their mean reaction times (RTs). The spatial effect showed a strong positive correlation with mean RT and a strong negative correlation with the attraction effect. The analysis of individual differences suggests that slow subjects engage attention more strongly at the cued location than fast subjects. We compare this joint LMM analysis of experimental effects and associated subject-related variances and correlations with two frequently used alternative statistical procedures T3 - Zweitveröffentlichungen der Universität Potsdam : Humanwissenschaftliche Reihe - paper 236 KW - linear mixed model KW - individual differences KW - visual attention KW - spatial attention KW - object-based attention Y1 - 2011 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-56859 ER - TY - THES A1 - Wotschack, Christiane T1 - Eye movements in reading strategies : how reading strategies modulate effects of distributed processing and oculomotor control T1 - Lesestrategien und Blickbewegungen : wie Lesestrategien Effekte der verteilten Verarbeitung und der okulomotorischen Kontrolle modulieren N2 - Throughout its empirical research history eye movement research has always been aware of the differences in reading behavior induced by individual differences and task demands. This work introduces a novel comprehensive concept of reading strategy, comprising individual differences in reading style and reading skill as well as reader goals. In a series of sentence reading experiments recording eye movements, the influence of reading strategies on reader- and word-level effects assuming distributed processing has been investigated. Results provide evidence for strategic, top-down influences on eye movement control that extend our understanding of eye guidance in reading. N2 - Seit Beginn der Blickbewegungsforschung beim Lesen ist man sich über Unterschiede im Blickverhalten bewusst, die im Zusammenhang mit individuellen Unterschieden oder Aufgabenanforderungen stehen. Unter dem Begriff ‚Lesestrategie’ wurden diese Unterschiede hauptsächlich für diagnostische Zwecke verwendet. Diese Studie verwendet eine neue, umfassende Definition von Lesestrategie und berücksichtigt sowohl individuelle Unterschiede in Lesestil und Lesevermögen als auch Ziel und Intention des Lesers. In einer Reihe von Satzleseexperimenten, bei denen die Blickbewegungen aufgezeichnet wurden, wurde der Einfluss von Lesestrategien auf Effekte der Leser-und Wortebene untersucht, wobei eine verteilte Verarbeitung beim Lesen angenommen wird. Die Ergebnisse liefern Evidenzen für strategische, top-down Einflüsse auf die Blickbewegungen und leisten einen wichtigen Beitrag für das bessere Verständnis der Blickbewegungskontrolle beim Lesen. T3 - Spektrum Patholinguistik - Schriften - 1 KW - Blickbewegungen KW - Satzlesen KW - Lesestrategie KW - verteilte Verarbeitung KW - individuelle Unterschiede KW - eye movements KW - sentence reading KW - reading strategy KW - distributed processing KW - individual differences Y1 - 2009 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus-36846 SN - 978-3-86956-021-2 PB - Universitätsverlag Potsdam CY - Potsdam ER - TY - JOUR A1 - Miller, Jeff A1 - Schwarz, Wolfgang T1 - Implications of Individual Differences in On-Average Null Effects JF - Journal of experimental psychology : General N2 - Most psychological models are intended to describe processes that operate within each individual. In many research areas, however, models are tested by looking at results averaged across many individuals, despite the fact that such averaged results may give a misleading picture of what is true for each one. We consider this conundrum with respect to the interpretation of on-average null effects. Specifically, even though an experimental manipulation might have no effect on average across individuals, it might still have demonstrable effects-albeit in opposite directions-for many or all of the individuals tested. We discuss several examples of research questions for which it would be theoretically crucial to determine whether manipulations really have no effect at the individual level, and we present a method of testing for individual-level effects. KW - null effects KW - individual differences KW - hypothesis testing KW - psychological models Y1 - 2018 U6 - https://doi.org/10.1037/xge0000367 SN - 0096-3445 SN - 1939-2222 VL - 147 IS - 3 SP - 377 EP - 397 PB - American Psychological Association CY - Washington ER - TY - JOUR A1 - Dammhahn, Melanie A1 - Landry-Cuerrier, Manuelle A1 - Reale, Denis A1 - Garant, Dany A1 - Humphries, Murray M. T1 - Individual variation in energy-saving heterothermy affects survival and reproductive success JF - Functional ecology : an official journal of the British Ecological Society N2 - 1. Given fundamental energetic trade-offs among growth, maintenance and reproduction, individual differences in energy saving should have consequences for survival and reproductive success. Many endotherms use periodic heterothermy to reduce energy and water requirements and individual variation in heterothermy should have fitness consequences. However, attempts to disentangle individual- and population-level variation in heterothermy are scarce. 2. Here, we quantified patterns of heterothermy of 55 free-ranging eastern chipmunks (Tamias striatus), food-hoarding hibernators. Over five hibernation periods, we obtained a total of 7108 daily individual heterothermy indices (median: 118 per individual). 3. Based on an individual reaction norm approach, we found that the use of heterothermy was repeatable and varied among individuals of the same population under similar environmental conditions. This among-individual variation had consequences for winter survival and reproductive success. Individuals using less heterothermy at the beginning of the winter had decreased survival in resource-rich but not in resource-poor years and higher reproductive success in the subsequent breeding season. 4. These results support the hypothesis that fluctuating selection maintains heterothermic diversity and suggest that individualized ecophysiology can contribute to a more thorough understanding of the evolution of energy-saving strategies in endotherms. KW - fitness consequences KW - hibernation KW - individual differences KW - individual reaction norm KW - Tamias striatus KW - torpor Y1 - 2017 U6 - https://doi.org/10.1111/1365-2435.12797 SN - 0269-8463 SN - 1365-2435 VL - 31 SP - 866 EP - 875 PB - Wiley CY - Hoboken ER -