Reproducible experiments on Three-Dimensional Entity Resolution with JedAI

作者:

Highlights:

• Guidelines for reproducing the experimental results in Papadakis et al. (2020).

• The open-source system JedAI allows for composing millions of end-to-end workflows.

• JedAI achieves similar effectiveness with the state-of-the-art supervised ER tools.

• JedAI achieves significantly lower running time than the state-of-the-art ER tools.

摘要

•Guidelines for reproducing the experimental results in Papadakis et al. (2020).•The open-source system JedAI allows for composing millions of end-to-end workflows.•JedAI achieves similar effectiveness with the state-of-the-art supervised ER tools.•JedAI achieves significantly lower running time than the state-of-the-art ER tools.

论文关键词:Entity Resolution,Batch methods,Progressive methods,Reproducibility

论文评审过程:Received 30 October 2020, Revised 3 June 2021, Accepted 9 June 2021, Available online 17 June 2021, Version of Record 20 June 2021.

论文官网地址:https://doi.org/10.1016/j.is.2021.101830