Pairwise Similarity Calculation of Information Networks

Autor: Sharma Chakravarthy, Yuanzhe Cai
Rok vydání: 2011
Předmět:
Zdroj: Data Warehousing and Knowledge Discovery ISBN: 9783642235436
DaWaK
DOI: 10.1007/978-3-642-23544-3_24
Popis: We focus on extensions to the pairwise similarity calculation of information networks. By considering both in- and out-link relationships, we propose Additive- and Multiplicative-SimRank to calculate the similarity score. Then we discuss the loop/cycles problem of information networks and propose a method to address this problem. Our extensive experimental results conducted on eight food web data sets show that our approach performs significantly better than earlier approaches.
Databáze: OpenAIRE