An alternative method (FIRT) associating item response theory and fuzzy theory is proposed for the comparisons of some other known methods. Both methods are applied to analyze item similarity matrix and item connective matrix using same data set. In terms of α cut, maximum tree graph and approximate ternary graph, we find that FIRT is faster to form cluster and is easier to explain item conceptual structure than the other methods. Some suggestions for the future study are also addressed