The Judgment Method Based on F-Test for the Best Clustering Scheme of Self-Organizing
To avoid the optional and uncertainty when judge self-organization clustering results, we have introduced the F-test method what have used in mathematical statistics. The method calculat and compares inner-class distance and inter-class distance respectively what from various clustering schemes, and then get the best clustering scheme through the F-test analysis. The experiment results show that the method is athematically proved rigorously, program operation is stable and reliable, and with larger value both in theoretical research and engineering application.
D. S. Zhang and C. Ji, "The Judgment Method Based on F-Test for the Best Clustering Scheme of Self-Organizing", Advanced Materials Research, Vol. 304, pp. 366-370, 2011