Title :
Ranking documents using similarity-based PageRanks
Author :
Hatakenaka, Shota ; Miura, Takao
Author_Institution :
Dept. of Electr. & Electr. Eng., Hosei Univ., Tokyo, Japan
Abstract :
In this investigation we propose a new ranking algorithm for documents based on popularity. Considering similarity as virtual links, we introduce structural aspects among documents. Then, by means of authoritative importance or popularity, we obtain ranking scheme based on PageRank algorithm. We discuss experimental results to examine the effectiveness and some applications.
Keywords :
document handling; information retrieval; document ranking; similarity-based PageRanks; virtual links; Algorithm design and analysis; Equations; Games; Mathematical model; Stochastic processes; Symmetric matrices; Web pages; Document Ranking; PageRank; Similarity; TF∗IDF Querying Documents using Similarity-based Ranks;
Conference_Titel :
Communications, Computers and Signal Processing (PacRim), 2011 IEEE Pacific Rim Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4577-0252-5
Electronic_ISBN :
1555-5798
DOI :
10.1109/PACRIM.2011.6032861