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Author/Affiliation: Alex MylnikovOpen AccessArticle
5 Pages, 242 KB 
HLLSet Theory: A Unified Framework for Probabilistic Knowledge Representation
Abstract:
This paper introduces HLLSet (HyperLogLog Set), a probabilistic data structure that behaves like a set under all standard operations while containing no explicit elements. Unlike traditional HyperLogLog, which only estimates cardinality, HLLSets support full set operations (union, intersection, difference) through enhanced register structures and provide a principled framework for representing semantic relationships. We establish a…
Read More(This article belongs to Section Artificial Intelligence in Computer Science (CAI))