Lattice-based progressive author disambiguation

作者:

Highlights:

• Author mentions are related in the subset lattice of their name representations.

• Continued merging of name blocks adjacent in the lattice gives progressive resolution.

• This first progressive author disambiguation method outperforms the state-of-the-art.

• Advanced blocking allows applying effective but more expensive clustering methods.

• Unlike other methods, suitability of our approach does not depend on data properties.

摘要

•Author mentions are related in the subset lattice of their name representations.•Continued merging of name blocks adjacent in the lattice gives progressive resolution.•This first progressive author disambiguation method outperforms the state-of-the-art.•Advanced blocking allows applying effective but more expensive clustering methods.•Unlike other methods, suitability of our approach does not depend on data properties.

论文关键词:Author name disambiguation,Progressive entity resolution,Blocking,Formal concept analysis,Association rule learning

论文评审过程:Received 23 December 2020, Revised 12 March 2022, Accepted 22 April 2022, Available online 30 April 2022, Version of Record 12 May 2022.

论文官网地址:https://doi.org/10.1016/j.is.2022.102056