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cs.DB2026
ALER: An Active Learning Hybrid System for Efficient Entity Resolution
Dimitrios Karapiperis, Leonidas Akritidis, Panayiotis Bozanis +1
Entity Resolution (ER) is a critical task for data integration, yet state-of-the-art supervised deep learning models remain impractical for many real-world applications due to thei…
cs.DB2026
SPER: Accelerating Progressive Entity Resolution via Stochastic Bipartite Maximization
Dimitrios Karapiperis, George Papadakis, Vassilios Verykios
Entity Resolution (ER) is a critical data cleaning task for identifying records that refer to the same real-world entity. In the era of Big Data, traditional batch ER is often infe…