Fig. 16

Perplexity Analysis for optimal topic selection in English dissertations using K-Means. The optimal number of topics is 8, as this range maintains low perplexity while preventing excessive topic fragmentation. At 8 topics, the slope of perplexity starts changing, marking the transition point between coherence and unnecessary complexity.