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(Almost) All of Entity Resolution [article]

Olivier Binette, Rebecca C. Steorts
2022 arXiv   pre-print
We review clustering approaches to entity resolution, semi- and fully supervised methods, and canonicalization, which are being used throughout industry and academia in applications such as human rights  ...  Before such questions can be answered, databases must be cleaned and integrated in a systematic and accurate way, commonly known as record linkage, de-duplication, or entity resolution.  ...  Then we associate each action Ai , i = 1, 2, 3 with costs C(Ai ; M ) and C(Ai ; U ).  ... 
arXiv:2008.04443v3 fatcat:6tunuro7afhmbpambcn2bk32ly

Control Frequency Adaptation via Action Persistence in Batch Reinforcement Learning [article]

Alberto Maria Metelli, Flavio Mazzolini, Lorenzo Bisi, Luca Sabbioni, Marcello Restelli
2020 arXiv   pre-print
After having provided a theoretical study of PFQI and a heuristic approach to identify the optimal persistence, we present an experimental campaign on benchmark domains to show the advantages of action  ...  persistence and proving the effectiveness of our persistence selection method.  ...  Acknowledgements The research was conducted under a cooperative agreement between ISI Foundation, Banca IMI and Intesa Sanpaolo Innovation Center.  ... 
arXiv:2002.06836v2 fatcat:bl2b6xb3xbcajceg224iaf3poq