p范数(p norm) | 您所在的位置:网站首页 › 二范数的定义是什么意思 › p范数(p norm) |
先回顾一下范数的定义(en.wikipedia.org/wiki/Norm_(mathematics)): Given a vector space V over a subfield F of the complex numbers, a norm on V is a function p: V → R with the following properties:[1] For all a ∈ F and all u, v ∈ V, p(av) = |a| p(v), (absolute homogeneity or absolute scalability). p(u + v) ≤ p(u) + p(v) (triangle inequality or subadditivity). If p(v) = 0 then v is the zero vector (separates points).By the first axiom, absolute homogeneity, we have p(0) = 0 and p(-v) = p(v), so that by the triangle inequality p(v) ≥ 0 (positivity).
经常会听到p范数(p norm)的说法,其实很简单,可以看成2范数的扩展,但是有一点需要注意:p的范围是[1, inf)。p在(0,1)范围内定义的并不是范数,因为违反了三角不等式(||x+y|| |
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