The four generations of entity resolution

by Papadakis, Georgios

Type Book

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Title Statements

Full title :The four generations of entity resolution / Georgios Papadakis, Ekaterini Ioannou, Emanouil Thanos, Themis Palpanas.

Summary

Intro -- Preface -- Acknowledgments -- Entity Resolution: Past, Present, and Yet-to-Come -- Preliminaries -- Computational Cost -- Performance Evaluation -- Generation 1: Addressing Veracity -- Schema Alignment -- Blocking -- Local Blocking Methods -- Global Blocking Methods -- Hybrid Methods -- Discussion -- Matching -- Distance-Based Methods -- Probabilistic Methods -- Supervised Methods -- Active Learning Methods -- Unsupervised Methods -- Collective Methods -- Rule-Based Methods -- String Similarity Joins -- Clustering -- Generation 2: Also Addressing Volume -- Blocking -- Matching -- Clustering -- Generation 3: Also Addressing Variety -- Schema Refinement -- Block Building -- Block Processing -- Matching -- Context-Based Matching -- Context-Free Matching -- Clustering -- Parallelization -- Block Building -- Block Processing -- Matching -- Clustering -- Generation 4: Also Addressing Velocity -- Progressive Entity Resolution -- Prioritization -- Incremental Entity Resolution -- Leveraging External Knowledge -- Deep Learning -- Schema Matching -- Blocking -- Matching -- Crowdsourced Entity Resolution -- Resources for Entity Resolution -- ER Tools -- ER Datasets -- Possible Directions for Future Work -- Bibliography -- Authors' Biographies -- Blank Page.