LSHUniqueEntityEstimator | unique entity estimation algorithm is way

LSHUniqueEntityEstimator is a Python library. LSHUniqueEntityEstimator has no bugs, it has no vulnerabilities, it has build file available and it has low support. However LSHUniqueEntityEstimator has a Non-SPDX License. You can download it from GitHub.

the unique entity estimation algorithm is a way of tackling a sub-task of entity resolution (record linkage or de-duplication), namely unique estimation with associated standard error of these estimates. unique entity estimation shares many fundamental challenges of entity resolution, namely, that the computational cost of all-to-all entity comparisons is intractable for large databases. to circumvent this computational barrier, we propose an efficient (near-linear time) estimation algorithm based on locality sensitive hashing (lsh). our estimator, under realistic assumptions, is unbiased and has provably low variance compared to existing random sampling based approaches. in addition, we empirically show its superiority over the state-of-the-art estimators on three real applications. we also apply our estimator to a subset of the syrian conflict (march 2011 -- april 2014), where our results are very