Wednesday, 22 May 2013

real analysis - Alternatives to percentage for measuring relative difference?



If the value of something changes from a to b, their relative difference can be expressed as a percentage:
\newcommand{\upto}{\mathop\nearrow} (D0) \;\;\; a \upto b \;=\; (b-a)/a \color{gray}{\times 100\%}



(In this question \;a\;, \;b\;, and \;c\; are positive (non-zero) real numbers throughout, and \;a \upto b\; is a real number.)




However, percentages are not anti-symmetrical, i.e., the above definition does not satisfy
(P0) \;\;\; a \upto b \;=\; -(b \upto a)
This could be fixed by instead defining
(D1) \;\;\; a \upto b \;=\; (b-a)/(b+a)
(By the way, does this difference measure have a standard name?)




However, neither of the above definitions add up: they don't satisfy the more general property
(P1) \;\;\; a \upto b \;+\; b \upto c \;=\; a \upto c
After some attempts I discovered that
(D2) \;\;\; a \upto b \;=\; \log_q (b/a)
(for an arbitrary base \;q > 1\;) does satisfy (P1). And it also satisfies the following other properties of percentage (D0) and of (D1) which seem desirable for any relative difference:

\begin{align} (P2) \;\; & a \upto a \;=\; 0 \\ (P3) \;\; & \textit{sgn}(a \upto b) \;=\; \textit{sgn}(b - a) \\ (P4) \;\; & (s \times a) \upto (s \times b) \;=\; a \upto b \text{ for all $\;s > 0\;$} \\ (P5) \;\; & a \upto b \to M \text{ for } a \to 0 \text{ for some $\;M\;$ (which may be $\;\infty\;$)} \\ (P6) \;\; & a \upto b \to N \text{ for } b \to \infty \text{ for some $\;N\;$ (which may be $\;\infty\;$)} \\ \end{align}
(I mention (P2) only for completeness; it follows of course from (P0).)



My question: Apart from (D2), what other definitions (if any) satisfy all of the above properties?



Answer



The general (real-valued) solution of axioms P1 and P2 is to take a function F on the set V of values that a,b,\cdots could possibly assume, and define a \upto b = F(b) - F(a).



If F is injective, the converse of P2 is satisfied: a \upto b = 0 only for a=b.



If F is increasing, P3 is satisfied.



If F is continuous, P5 and P6 are satisfied. (Assume here that the set of values V is an interval, or put the order topology on the set.)



This shows that there is a large family of solutions of the axioms, one for every increasing continuous function on V, if you do not assume homogeneity, P4. Homogeneity is a strong requirement that cuts down the space of continuous solutions to the logarithmic ones stated in the question.




Homogeneity of a \upto b is the functional equation F(sb) - F(sa) = F(b) - F(a). Solutions F and F+c are equivalent for constant c, and we can assume F(1)=0 by adjusting the constant. Taking a=1 this is F(sb)=F(s)+F(b) and all continuous solutions (on intervals) are well-known to be multiples of the logarithm.



Assuming that you meant to work with open intervals of values, and a \upto x to be an increasing continuous function of x, the not necessarily homogeneous solutions correspond to one parameter groups of homeomorphisms of the interval.


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