Why MinHash's minimum-hash trick estimates Jaccard similarity
For two sets and (here, shingle sets from two documents), Jaccard similarity is:
Layer 4 · Foundations
The math of Jaccard estimation and MinHash collision probability, the LSH threshold curve, and hardware reality of running this at trillions of tokens.
For two sets and (here, shingle sets from two documents), Jaccard similarity is: