IRT test assembly using network-flow programming

被引:23
作者
Armstrong, RD
Jones, DH
机构
[1] Rutgers State Univ, New Brunswick, NJ 08903 USA
[2] Amer Coll Testing, Iowa City, IA USA
关键词
automated test assembly using passages; certification testing; item response theory; automated test assembly; network-flow programming; optimal lest assembly; test construction;
D O I
10.1177/01466216980223004
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
The use of mathematical programming techniques to generate parallel test forms with passages and item characteristics based on item response theory was investigated, using the Fundamentals of Engineering Examination. The problem of creating one test form is modeled as a network-flow problem with additional constraints. This formulation is then used in a heuristic assembly of several parallel forms. The network-flow problem is solved with a special-purpose combinatorial polynomial algorithm. The non-network constraints are handled using Lagrangian relaxation and heuristic search techniques. From an item bank with almost 1,100 items, four parallel test forms with 157 items each were generated in 3 minutes. The results of the mathematical programming approach were compared with human-generated forms. It was concluded that the mathematical programming approach can produce test forms of the same quality as those produced entirely by human effort.
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页码:237 / 247
页数:11
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