Homepage Solution manuals Terence Tao Probability Theory Exercise 1.9 (Basic properties of the complex integral)

Exercise 1.9 (Basic properties of the complex integral)

Let f,g : Ω C be real-valued absolutely integrable functions, and let c C.

1.
(Linearity) Show that f + g and cf are also complex-valued absolutely integrable functions, with Ωf + g =Ωf +Ωg

and

Ωcf = cΩf.

(For the second relation, one may wish to first treat the special cases c > 0 and c = 1.)

2.
(Equivalence) Show that if f and g are equal almost everywhere, then Ωf =Ωg.

3.
Show that Ω|f| 0, with equality if and only if f is zero almost everywhere.
4.
(Markov inequality) Show that μ({ω : |f(ω)| t}) 1 t Ω|f| for any 0 < t < .

Answers

1.
(Linearity)
Since the complex simple integral can be written in terms of two real valued functions (f + g) = (f + g) + i (f + g) = [(f) + (g) ] + i [(f) + (g) ]

Notice that both (f) + (g) and (f) + (g) are real valued functions; applying the previous part of the proof we get the desired result.
The scalar multiplication property is demonstrated as follows. We can rewrite cf as

cf(x) = [(c)+iℑ(c)][(f(x))+iℑ(f(x))] = (c)(f(x))(c)(f)+iℑ(c)(f)+iℜ(c)(f)

Using this identity we obtain

cf = (cf) + i (cf) = [(c)(f) (c)(f) ] + i [(c)(f) + (c)(f) ] = (c)(f) (c)(f) + iℑ(c) (f) + (c)(f) = (f) [(c) + iℑ(c)] + iℑ(f) [(c) 1iℑ(c)] = [(c) + iℑ(c)] ((f) + iℑ(f)) = c f
2.
(Equivalence)
Equivalence follows by applying the analogous property of the real valued functions separately to the real and imaginary part of the complex simple integral.
3.
Since |f| = (f)2 + (f)2 is an unsigned function, the assertion follows by the previous exercise.
4.
Just as in the real-valued case, consider the trivial pointwise inequality λ1{xΩ:f(x)λ} f(x).

We apply integral from both sides and using the compatibility of Lebesgue measure with the Lebesgue integral (Exercise 1.5), we conclude

λm({x Ω : f(x) λ}) f.

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2021-08-15 00:00
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