Multidimensional student skills with collaborative filtering

Yoav Bergner, Saif Rayyan, Daniel Seaton, David E. Pritchard

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Despite the fact that a physics course typically culminates in one final grade for the student, many instructors and researchers believe that there are multiple skills that students acquire to achieve mastery. Assessment validation and data analysis in general may thus benefit from extension to multidimensional ability. This paper introduces an approach for model determination and dimensionality analysis using collaborative filtering (CF), which is related to factor analysis and item response theory (IRT). Model selection is guided by machine learning perspectives, seeking to maximize the accuracy in predicting which students will answer which items correctly. We apply the CF to response data for the Mechanics Baseline Test and combine the results with prior analysis using unidimensional IRT.

Original languageEnglish (US)
Title of host publication2012 Physics Education Research Conference
EditorsN. Sanjay Rebello, Paula V. Engelhardt, Alice D. Churukian
PublisherAmerican Institute of Physics Inc.
Pages74-77
Number of pages4
ISBN (Electronic)9780735411340
DOIs
StatePublished - 2013
Event2012 Physics Education Research Conference, PERC 2012 - Philadelphia, United States
Duration: Aug 1 2012Aug 2 2012

Publication series

NameAIP Conference Proceedings
Volume1513
ISSN (Print)0094-243X
ISSN (Electronic)1551-7616

Other

Other2012 Physics Education Research Conference, PERC 2012
CountryUnited States
CityPhiladelphia
Period8/1/128/2/12

Keywords

  • collaborative filtering
  • formative assessment
  • item response theory
  • testing

ASJC Scopus subject areas

  • Physics and Astronomy(all)

Fingerprint Dive into the research topics of 'Multidimensional student skills with collaborative filtering'. Together they form a unique fingerprint.

  • Cite this

    Bergner, Y., Rayyan, S., Seaton, D., & Pritchard, D. E. (2013). Multidimensional student skills with collaborative filtering. In N. S. Rebello, P. V. Engelhardt, & A. D. Churukian (Eds.), 2012 Physics Education Research Conference (pp. 74-77). (AIP Conference Proceedings; Vol. 1513). American Institute of Physics Inc.. https://doi.org/10.1063/1.4789655