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Adaptive item selection under matroid constraints
Bengs, Daniel; Brefeld, Ulf; Kröhne, Ulf
Journal Article
| In: Journal of Computerized Adaptive Testing | 2018
38642 Endnote
Author(s):
Bengs, Daniel; Brefeld, Ulf; Kröhne, Ulf
Title:
Adaptive item selection under matroid constraints
In:
Journal of Computerized Adaptive Testing, 6 (2018) 2, S. 15-36
DOI:
10.7333/1808-0602015
URN:
urn:nbn:de:0111-dipfdocs-166953
URL:
http://www.dipfdocs.de/volltexte/2020/16695/pdf/JCAT_2018_2_Bengs_Brefeld_Kroehne_Adaptive_item_selection_under_matroid_constraints_A.pdf
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Englisch
Keywords:
Adaptives Testen; Algorithmus; Computerunterstütztes Verfahren; Itembank; Messverfahren; Technologiebasiertes Testen; Testkonstruktion
Abstract (english):
The shadow testing approach (STA; van der Linden & Reese, 1998) is considered the state of the art in constrained item selection for computerized adaptive tests. The present paper shows that certain types of constraints (e.g., bounds on categorical item attributes) induce a matroid on the item bank. This observation is used to devise item selection algorithms that are based on matroid optimization and lead to optimal tests, as the STA does. In particular, a single matroid constraint can be treated optimally by an efficient greedy algorithm that selects the most informative item preserving the integrity of the constraints. A simulation study shows that for applicable constraints, the optimal algorithms realize a decrease in standard error (SE) corresponding to a reduction in test length of up to 10% compared to the maximum priority index (Cheng & Chang, 2009) and up to 30% compared to Kingsbury and Zara's (1991) constrained computerized adaptive testing.
DIPF-Departments:
Bildungsqualität und Evaluation
Die empirische Untersuchung von individueller Förderung als Perspektive für die […]
Dumont, Hanna
Book Chapter
| Aus: McElvany, Nele; Bos, Wilfried; Holzappels, Heinz Günter; Gebauer, Miriam M.; Schwabe, Franziska (Hrsg.): Bedingungen und Effekte guten Unterrichts: Aktueller Stand und Perspektiven der Unterrichtsforschung | Münster: Waxmann | 2016
36130 Endnote
Author(s):
Dumont, Hanna
Title:
Die empirische Untersuchung von individueller Förderung als Perspektive für die Unterrichtsqualitätsforschung
In:
McElvany, Nele; Bos, Wilfried; Holzappels, Heinz Günter; Gebauer, Miriam M.; Schwabe, Franziska (Hrsg.): Bedingungen und Effekte guten Unterrichts: Aktueller Stand und Perspektiven der Unterrichtsforschung, Münster: Waxmann, 2016 (Dortmunder Symposium der Empirischen Bildungsforschung, 1), S. 107-116
Publication Type:
4. Beiträge in Sammelwerken; Tagungsband/Konferenzbeitrag/Proceedings
Language:
Deutsch
Keywords:
Baden-Württemberg; Deutschland; Empirische Untersuchung; Entwicklung; Evaluation; Faktorenanalyse; Fragebogen; Grundschüler; Individuelle Förderung; Itemanalyse; Itembank; Methode; Nordrhein-Westfalen; Qualität; Schüler; Schuljahr 03; Schuljahr 04; Unterricht; Unterrichtsforschung; Validität
Abstract:
Der vorliegende Beitrag [geht] der Frage nach, wie individuelle Förderung im Rahmen der Unterrichtsqualitätsforschung empirisch untersucht werden kann. Dazu wird zunächst dargestellt, in welcher Form das Konzept bislang in diesem Kontext thematisiert wurde. Im Anschluss daran soll die Entwicklung und Validierung eines Schülerfragebogens zur Erfassung von individueller Förderung in der Grundschule vorgestellt werden. Auf der Basis der empirischen Befunde wird schließlich diskutiert, wie die empirische Untersuchung von individueller Förderung und seiner Wirksamkeit erfolgen kann. (Orig.)
DIPF-Departments:
Struktur und Steuerung des Bildungswesens
Psychological Test and Assessment Modeling. Special topic: Current issues in educational and […]
Kröhne, Ulf; Frey, Andreas (Hrsg.)
Compilation Book
| Lengerich: Pabst | 2013
34192 Endnote
Editor(s)
Kröhne, Ulf; Frey, Andreas
Title:
Psychological Test and Assessment Modeling. Special topic: Current issues in educational and psychological measurement: Desing, calibration, and adaptive testing - Part II
Published:
Lengerich: Pabst, 2013
Publication Type:
2. Herausgeberschaft; Zeitschriftensonderheft
Language:
Englisch
Keywords:
Adaptives Testen; Einführung; Itembank; Psychometrie; Schülerleistungstest; Testtheorie
Abstract:
Part 2 of the special topic "Current issues in educational and psychological measurement: Design, calibration, and adaptive testing" of Psychological Test and Assessment Modeling continues the series of research papers dealing with empirical research questions related to calibration designs and computerized adaptive testing. This part includes three papers that add to the foregoing publications.
DIPF-Departments:
Bildungsqualität und Evaluation
Adaptive screening for depression. Recalibration of an itembank for the assessment of depression in […]
Forkmann, Thomas; Kroehne, Ulf; Wirtz, Markus; Norra, Christine; Baumeister, Harald; […]
Journal Article
| In: Journal of Psychosomatic Research | 2013
34201 Endnote
Author(s):
Forkmann, Thomas; Kroehne, Ulf; Wirtz, Markus; Norra, Christine; Baumeister, Harald; Gauggel, Siegfried; Elhan, Atilla Halil; Tennant, Alan; Boecker, Maren
Title:
Adaptive screening for depression. Recalibration of an itembank for the assessment of depression in persons with mental and somatic diseases and evaluation in a simulated computer-adaptive test environment
In:
Journal of Psychosomatic Research, 75 (2013) 5, S. 437-443
DOI:
10.1016/j.jpsychores.2013.08.022
URL:
http://www.sciencedirect.com/science/article/pii/S0022399913003395
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Englisch
Keywords:
Depression; Evaluation; Itembank; Psychometrie; Psychosomatik; Rasch-Modell; Screening-Verfahren; Simulation; Technologiebasiertes Testen; Validität
Abstract:
This study conducted a simulation study for computer-adaptive testing based on the Aachen Depression Item Bank (ADIB), which was developed for the assessment of depression in persons with somatic diseases. Prior to computer-adaptive test simulation, the ADIB was newly calibrated.Recalibration was performed in a sample of 161 patients treated for a depressive syndrome, 103 patients from cardiology, and 103 patients from otorhinolaryngology (mean age 44.1, SD = 14.0; 44.7% female) and was cross-validated in a sample of 117 patients undergoing rehabilitation for cardiac diseases (mean age 58.4, SD = 10.5; 24.8% women). Unidimensionality of the itembank was checked and a Rasch analysis was performed that evaluated local dependency (LD), differential item functioning (DIF), item fit and reliability. CAT-simulation was conducted with the total sample and additional simulated data.Recalibration resulted in a strictly unidimensional item bank with 36 items, showing good Rasch model fit (item fit residuals < |2.5|) and no DIF or LD. CAT simulation revealed that 13 items on average were necessary to estimate depression in the range of − 2 and + 2 logits when terminating at SE ≤ 0.32 and 4 items if using SE ≤ 0.50. Receiver Operating Characteristics analysis showed that θ estimates based on the CAT algorithm have good criterion validity with regard to depression diagnoses (Area Under the Curve ≥ .78 for all cut-off criteria). The recalibration of the ADIB succeeded and the simulation studies conducted suggest that it has good screening performance in the samples investigated and that it may reasonably add to the improvement of depression assessment.
DIPF-Departments:
Bildungsqualität und Evaluation
Computer-based assessment of complex problem solving. Concept, implementation, and application
Greiff, Samuel; Wüstenberg, Sascha; Holt, Daniel; Goldhammer, Frank; Funke, Joachim
Journal Article
| In: Educational Technology Research and Development | 2013
33459 Endnote
Author(s):
Greiff, Samuel; Wüstenberg, Sascha; Holt, Daniel; Goldhammer, Frank; Funke, Joachim
Title:
Computer-based assessment of complex problem solving. Concept, implementation, and application
In:
Educational Technology Research and Development, 61 (2013) 3, S. 407-421
DOI:
10.1007/s11423-013-9301-x
URL:
https://link.springer.com/article/10.1007%2Fs11423-013-9301-x
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Aufsatz (keine besondere Kategorie)
Language:
Englisch
Keywords:
Bewertung; Bildung; Computerunterstütztes Verfahren; Deutschland; Fertigkeit; Intervention; Itembank; Problemlösen; Student; Test; Testkonstruktion; Wissen
Abstract (english):
Complex Problem Solving (CPS) skills are essential to successfully deal with environments that change dynamically and involve a large number of interconnected and partially unknown causal influences. The increasing importance of such skills in the 21st century requires appropriate assessment and intervention methods, which in turn rely on adequate item construction, delivery, and scoring. The lack of assessment tools, however, has slowed down research on and understanding of CPS. This paper first presents the MicroDYN framework for assessing CPS, which is based on linear structural equation systems with input and output variables and opaque relations among them. Second, a versatile assessment platform, the CBA Item Builder, which allows the authoring, delivery, and scoring of CPS tasks for scientific and educational purposes is introduced. Third, we demonstrate the potential of such a tool for research by reporting an experimental study illustrating the effect of domain specific content knowledge on performance in CPS tasks both on an overall performance and on a process level. The importance of accessible and versatile technical platforms not only for assessment and research but also for intervention and learning are discussed with a particular focus on educational contexts.
DIPF-Departments:
Bildungsqualität und Evaluation
Special topic. Current issues in educational and psychological measurement. Design, calibration, […]
Kröhne, Ulf; Frey, Andreas
Journal Article
| In: Psychological Test and Assessment Modelling | 2013
34195 Endnote
Author(s):
Kröhne, Ulf; Frey, Andreas
Title:
Special topic. Current issues in educational and psychological measurement. Design, calibration, and adaptive testing (Part 2). Guest Editorial
In:
Psychological Test and Assessment Modelling, 55 (2013) 1, S. 79-80
URL:
http://www.psychologie-aktuell.com/fileadmin/download/ptam/1-2013_20130326/04_Kr%F6hne.pdf
Publication Type:
3a. Beiträge in begutachteten Zeitschriften; Beitrag in Sonderheft
Language:
Englisch
Keywords:
Adaptives Testen; Einführung; Itembank; Psychometrie; Schülerleistungstest; Testtheorie
DIPF-Departments:
Bildungsqualität und Evaluation
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