Check validity of a vector norm; verifying ||x + y|| < ||x|| + ||y||

Mampac

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Nov 20, 2019
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Hi,

Given a vector x=(x1,x2,...,xn)x = (x_1, x_2, ..., x_n) the vector norm
max{2x1x2,x3,...,xn}\max\{|2x_1 - x_2|, |x_3|, ..., |x_n|\}I verified that x0,x=0 iff x=0||x|| \geq 0, ||x|| = 0 \text{ iff } x = 0, also that αx=αx||\alpha x|| = |\alpha|||x||, now I need to prove the triangle inequality, i.e. x+y<x+y||x + y|| < ||x|| + ||y||, as the last property of a vector norm.

However, I feel like my proof is low-key incomplete. I first state that,
x=(x1,x2,...,xn)y=(y1,y2,...,yn)x+y=(x1+y1,x2+y2,...,xn+yn)x = (x_1, x_2, ..., x_n) \\ y = (y_1, y_2, ..., y_n) \\ x + y = (x_1 + y_1, x_2 + y_2, ..., x_n + y_n)Then
x=max{2x1x2,x3,...,xn}y=max{2y1y2,y3,...,yn}x+y=max{2(x1+y1)(x2+y2),x3+y3,...,xn+yn}||x|| = \max\{|2x_1 - x_2|, |x_3|, ..., |x_n|\} \\ ||y|| = \max\{|2y_1 - y_2|, |y_3|, ..., |y_n|\} \\ ||x + y|| = \max\{|2(x_1 + y_1) - (x_2 + y_2)|, |x_3 + y_3|, ..., |x_n + y_n|\}By triangle inequality, we can show that everything except for the first term in max\max, is indeed upper-bounded, since x+yx+y|x + y| \leq |x| + |y|.
For the first term, if we expand, 2(x1+y1)(x2+y2)=2x1+2y1x2y2=2x1x2+2y1y22x1x2+2y1y2|2(x_1 + y_1) - (x_2 + y_2)| = |2x_1 + 2y_1 - x_2 - y_2| = |2x_1 - x_2 + 2y_1 - y_2| \leq |2x_1 - x_2| + |2y_1 - y_2|.

The fact that I compare only respective terms makes me feel off. Is that all?

I'm just unsure how to work with the max\max functions and how to prove upper bounds on them:/
Thanks for help
 
According to the definition, if x=0||x||=0 then x=0x=0 -- does it hold in your case?
 
According to the definition, if x=0||x||=0 then x=0x=0 -- does it hold in your case?
yes, since each term in the max function has an xix_i, they all evaluate to 00, and max itself evaluates to 00, am I not right?
max{200,0,...,0} \max\{|2 \cdot 0 - 0|, |0|, ..., |0|\}
 
For n=3n=3: if x=(1,2,0)x = (1,2,0) what is x||x|| ?
 
You said,

I verified that x0,x=0 iff x=0||x|| \geq 0, ||x|| = 0 \text{ iff } x = 0, ...
But it appears that you only verified x=0 if x=0||x|| = 0 \text{\color{red} if } x = 0.

To check the only if part, you need to suppose that x=0||x|| = 0 and try to show that x=0x = 0. That is, suppose that max{2x1x2,x3,...,xn}=0\max\{|2x_1 - x_2|, |x_3|, ..., |x_n|\}=0, which implies that 2x1x2,x3,...,xn|2x_1 - x_2|, |x_3|, ..., |x_n| are all zero. But 2x1x2=0|2x_1 - x_2|=0 does not imply that x1=x2=0x_1= x_2=0.
 
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