02828nas|a2200385 i 4500 20260817172949.0 100500s1999 th uzm rtt 00| a1eng d .b11787740 AIT Thesis no. CS-99-2 Li, Xiaoge Clustering Web documents from the Internet Bangkok : Asian Institute of Technology, 1999 49 p. Thesis ; no. CS-99-2 A thesis submitted in partial fulfillment of the requirements for the degree of Master of Science, School of Engineering and Technology Thesis (M.Sc.) - Asian Institute of Technology, 1999 Users of Web search engines are often forced to shift through the long ordered list of document returned by the engines. The information retrieval community has explored document clustering as an alternative method of organizing retrieval results, but the clustering technique has not to be developed on major search engines up to now. In this work, we have presented a novel methodology for ordering display web search, together with a browsing interface for exploring the results of ordered map of document space. The method, based on the Self-organizing Maps, performs a completely automatic and unsupervised full text analysis of the web search. The data is collected from Yahoo! and MetaCrawler search engine. The web documents are represented by their word frequency histograms, and high dimensions are reduced by " word stop list" It is important to select appropriate term weighting methods for getting good maps. The results show that each document is mapped onto some grid point, with a link from this point to the document database. The documents are ordered on the grid according to their contents and neighboring documents can be browsed readily. World Wide Web (Information retrieval system) Sadananda, Ramakoti, Chairperson Devadason, Francis Jawahar, Examination committee Jian-Guo, Zhang, Examination committee Employee Student, Scholarship donor Asian Institute of Technology. Thesis ; no. CS-99-2 Full-Text http://203.159.5.9/ait-thesis/detail.php?q=B12663 .b11787740 mnait u 240330 0 000510 m a u 0 mnait mnarc 22 40 Barcode : 30050120675375 CREATED : 2013-11-20 RECORD # : i12747087 LPATRON : 1029619 LCHKIN : 2019-01-02 # RENEWALS : 0 # OVERDUE : 0 IUSE3 : 0 TOT CHKOUT : 1 TOT RENEW : 0 Barcode : 30050120355119 CREATED : 2016-06-15 RECORD # : i13038539 LPATRON : 0 LCHKIN : - # RENEWALS : 0 # OVERDUE : 0 IUSE3 : 0 TOT CHKOUT : 0 TOT RENEW : 0 18179 18179 0 0 0 0 MAIN MAIN mnait 2026-08-17 50.00 0 AIT Thesis no. CS-99-2 30050120675375 2026-08-17 17:29:49 3 2026-08-17 22 0 0 0 0 MAIN MAIN mnarc 2026-08-17 0 AIT Thesis no. CS-99-2 30050120355119 2026-08-17 17:29:49 2026-08-17 40