caa a22 4500 60624235X CHVBK 20210128101318.0 cr unu---uuuuu 210128e20150601xx s 000 0 eng 10.1007/s11336-013-9395-4 doi (NATIONALLICENCE)springer-10.1007/s11336-013-9395-4 A Rate Function Approach to Computerized Adaptive Testing for Cognitive Diagnosis [Elektronische Daten] [Jingchen Liu, Zhiliang Ying, Stephanie Zhang] Computerized adaptive testing (CAT) is a sequential experiment design scheme that tailors the selection of experiments to each subject. Such a scheme measures subjects' attributes (unknown parameters) more accurately than the regular prefixed design. In this paper, we consider CAT for diagnostic classification models, for which attribute estimation corresponds to a classification problem. After a review of existing methods, we propose an alternative criterion based on the asymptotic decay rate of the misclassification probabilities. The new criterion is then developed into new CAT algorithms, which are shown to achieve the asymptotically optimal misclassification rate. Simulation studies are conducted to compare the new approach with existing methods, demonstrating its effectiveness, even for moderate length tests. The Psychometric Society, 2013 computerized adaptive testing nationallicence cognitive diagnosis nationallicence large deviation nationallicence classification nationallicence Liu Jingchen Columbia University, 1255 Amsterdam Avenue, 10027, New York, NY, USA aut Ying Zhiliang Columbia University, 1255 Amsterdam Avenue, 10027, New York, NY, USA aut Zhang Stephanie Columbia University, 1255 Amsterdam Avenue, 10027, New York, NY, USA aut Psychometrika Springer US; http://www.springer-ny.com 80/2(2015-06-01), 468-490 0033-3123 80:2<468 2015 80 11336 https://doi.org/10.1007/s11336-013-9395-4 text/html Onlinezugriff via DOI BK010053 XK010053 XK010000 Metadata rights reserved Springer special CC-BY-NC licence nationallicence 1 research-article jats NATIONALLICENCE NATIONALLICENCE NL-springer NATIONALLICENCE 856 40 https://doi.org/10.1007/s11336-013-9395-4 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Liu Jingchen Columbia University, 1255 Amsterdam Avenue, 10027, New York, NY, USA aut NATIONALLICENCE 700 1- Ying Zhiliang Columbia University, 1255 Amsterdam Avenue, 10027, New York, NY, USA aut NATIONALLICENCE 700 1- Zhang Stephanie Columbia University, 1255 Amsterdam Avenue, 10027, New York, NY, USA aut NATIONALLICENCE 773 0- Psychometrika Springer US; http://www.springer-ny.com 80/2(2015-06-01), 468-490 0033-3123 80:2<468 2015 80 11336