Abstract: A Web structure mining technique helps to find high quality web pages on the Web, and it improves the Web search precision. The current Web hyperlink analysis algorithm ranks each web page based on the hyperlinks pointed to it and on the quality of the source nodes. This approach may cause the polarization towards rank values, and some newly added high quality web pages are difficult to appear in the top of the Web search results. To fix the drawback a new accelerated ranking algorithm is proposed and also tested on the search engine platform.