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Papers Referenced in This Repository

Efficient and Robust Approximate Nearest Neighbor Search Using Hierarchical Navigable Small World Graphs.

Yu. A. Malkov, D. A. Yashunin
2020
4 references

We present a new approach for the approximate K-nearest neighbor search based on navigable small world graphs with controllable hierarchy (Hierarchical NSW, HNSW). The proposed solution is fully graph-based, without any need for additional search structures (typically used at the coarse search stage...

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New cardinality estimation algorithms for HyperLogLog sketches

Otmar Ertl
2017
10 citations
5 references

This paper presents new methods to estimate the cardinalities of data sets recorded by HyperLogLog sketches. A theoretically motivated extension to the original estimator is presented that eliminates the bias for small and large cardinalities. Based on the maximum likelihood principle a second unbia...

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