Data assimilation in dynamical cognitive science

被引：7

作者：

Engbert, Ralf ^{[1
,4
]}

Rabe, Maximilian M. ^{[1
]}

Schwetlick, Lisa ^{[1
]}

Seelig, Stefan A. ^{[1
]}

Reich, Sebastian ^{[3
,4
]}

Vasishth, Shravan ^{[2
,4
]}

机构：

[1] Univ Potsdam, Dept Psychol, Potsdam, Germany

[2] Univ Potsdam, Dept Linguist, Potsdam, Germany

[3] Univ Potsdam, Inst Math, Potsdam, Germany

[4] Univ Potsdam, Res Focus Cognit Sci, Potsdam, Germany

来源：

TRENDS IN COGNITIVE SCIENCES | 2022年 / 26卷 / 02期

关键词：

MODEL;

D O I：

10.1016/j.tics.2021.11.006

中图分类号：

B84 [心理学]; C [社会科学总论]; Q98 [人类学];

学科分类号：

03 ; 0303 ; 030303 ; 04 ; 0402 ;

摘要：

Dynamical models make specific assumptions about cognitive processes that generate human behavior. In data assimilation, these models are tested against timeordered data. Recent progress on Bayesian data assimilation demonstrates that this approach combines the strengths of statistical modeling of individual differences with the those of dynamical cognitive models.

引用

页码：99 / 102

页数：4

共 12 条

[1]

Asch M., 2016, Data Assimilation

[2]

Engbert R, 2021, DYNAMICAL MODELS NEU

[3] Saccadic model of eye movements for free-viewing condition [J].

Le Meur, Olivier ;

Liu, Zhi .

VISION RESEARCH, 2015, 116 :152-164

[4] A Bayesian Approach to Dynamical Modeling of Eye-Movement Control in Reading of Normal, Mirrored, and Scrambled Texts [J].

Rabe, Maximilian M. ;

Chandra, Johan ;

Kruegel, Andre ;

Seelig, Stefan A. ;

Vasishth, Shravan ;

Engbert, Ralf .

PSYCHOLOGICAL REVIEW, 2021, 128 (05) :803-823

[5]

REICH S., 2015, PROBABILISTIC FORECA, DOI DOI 10.1017/CBO9781107706804

[6]

Reichle E.D., 2021, COMPUTATIONAL MODELS

[7] Toward a Principled Bayesian Workflow in Cognitive Science [J].

Schad, Daniel J. ;

Betancourt, Michael ;

Vasishth, Shravan .

PSYCHOLOGICAL METHODS, 2021, 26 (01) :103-126

[8] Likelihood-Based Parameter Estimation and Comparison of Dynamical Cognitive Models [J].

Schuett, Heiko H. ;

Rothkegel, Lars O. M. ;

Trukenbrod, Hans A. ;

Reich, Sebastian ;

Wichmann, Felix A. ;

Engbert, Ralf .

PSYCHOLOGICAL REVIEW, 2017, 124 (04) :505-524

[9] Modeling the effects of perisaccadic attention on gaze statistics during scene viewing [J].

Schwetlick, Lisa ;

Rothkegel, Lars Oliver Martin ;

Trukenbrod, Hans Arne ;

Engbert, Ralf .

COMMUNICATIONS BIOLOGY, 2020, 3 (01)

[10] Bayesian parameter estimation for the SWIFT model of eye-movement control during reading [J].

Seelig, Stefan A. ;

Rabe, Maximilian M. ;

Malem-Shinitski, Noa ;

Risse, Sarah ;

Reich, Sebastian ;

Engbert, Ralf .

JOURNAL OF MATHEMATICAL PSYCHOLOGY, 2020, 95

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