Evaluating Hybrid PageRank for Robust Web Search

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This presentation explores the mechanisms of web search engines, focusing on challenges like sparse hyperlinks and unreliable link structures in ranking systems. It proposes enhancements by integrating link ranking with content relevance, tested under practical constraints. A search engine prototype, developed using Streamlit, incorporates PageRank, TF-IDF, and hybrid ranking. Findings highlight the effectiveness of hybrid approaches in noisy environments while addressing the pros and cons....