Randomized Near Neighbor Graphs, Giant Components, and Applications in Data Science

George C. Linderman, Gal Mishne, Yuval Kluger +1

If we pick $n$ random points uniformly in $[0,1{]}^d$ and connect each point to its $k-$nearest neighbors, then it is well known that there exists a giant connected component with hi…