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2018 IEEE International Conference on Big Data (Big Data), 2018
We present a record linkage solution that scales to big data volumes and velocities. Our method trains a Siamese deep learning network to encode records so that matching can be done fast and distributed. Compared to the current state-of-the-art methods using similarity functions and blocking, our solution links 100x the data in roughly 60% the time ...
Luke Wolcott +2 more
openaire +1 more source
We present a record linkage solution that scales to big data volumes and velocities. Our method trains a Siamese deep learning network to encode records so that matching can be done fast and distributed. Compared to the current state-of-the-art methods using similarity functions and blocking, our solution links 100x the data in roughly 60% the time ...
Luke Wolcott +2 more
openaire +1 more source
MPL resolves genetic linkage in fitness inference from complex evolutionary histories
Nature Biotechnology, 2020Sohail, Muhammad Saqib +2 more
exaly