Order of a kernel

From HandWiki

In statistics, the order of a kernel is the degree of the first non-zero moment of a kernel.[1]

Definitions

The literature knows two major definitions of the order of a kernel:

Definition 1

Let ℓ≥1 be an integer. Then, K:ℝ→ℝ is a kernel of order ℓ if the functions u↦ujK(u),j=0,1,...,ℓ are integrable and satisfy ∫K(u)du=1,∫ujK(u)du=0,j=1,...,ℓ.[2]

Definition 2

References

  1. ↑ Li, Qi; Racine, Jeffrey Scott (2011), "1.11 Higher Order Kernel Functions", Nonparametric Econometrics: Theory and Practice, Princeton University Press, ISBN 9781400841066, https://books.google.com/books?id=Zsa7ofamTIUC&pg=PT63 
  2. ↑ Tsybakov, Alexandre B. (2009). Introduction to Nonparametric Econometrics. New York, NY: Springer. p. 5. ISBN 9780387790510.