Ontology highlight
ABSTRACT:
SUBMITTER: Liu JG
PROVIDER: S-EPMC4698667 | biostudies-literature | 2016 Jan
REPOSITORIES: biostudies-literature
Liu Jian-Guo JG Hou Lei L Pan Xue X Guo Qiang Q Zhou Tao T
Scientific reports 20160104
Similarity is a fundamental measure in network analyses and machine learning algorithms, with wide applications ranging from personalized recommendation to socio-economic dynamics. We argue that an effective similarity measurement should guarantee the stability even under some information loss. With six bipartite networks, we investigate the stabilities of fifteen similarity measurements by comparing the similarity matrixes of two data samples which are randomly divided from original data sets. ...[more]