Canberra distance

Source: Wikipedia, the free encyclopedia.

The Canberra distance is a numerical measure of the distance between pairs of points in a vector space, introduced in 1966[1] and refined in 1967

L₁ (Manhattan) distance.[3]
The Canberra distance has been used as a metric for comparing
gut microbiome in different disease states.[5]

Definition

The Canberra distance d between vectors p and q in an n-dimensional real vector space is given as follows:

where

are vectors.

The Canberra metric, Adkins form, divides the distance d by (n-Z) where Z is the number of attributes that are 0 for p and q.[2][6]

See also

Notes

  1. .
  2. ^ a b Lance, Godfrey N.; Williams, William T. (1967). "Mixed-data classificatory programs I.) Agglomerative Systems". Australian Computer Journal: 15–20.
  3. ^ a b Giuseppe Jurman; Samantha Riccadonna; Roberto Visintainer; Cesare Furlanello; "Canberra Distance on Ranked Lists", in Shivani Agrawal; Chris Burges; Koby Crammer (editors); Proceedings, Advances in Ranking – NIPS 09 Workshop, 2009, p. 22–27
  4. S2CID 122959778
    .
  5. .
  6. .

References