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Spivak’s Calculus On Manifolds: Solutions
Manual
Thomas Hughes
August 2017
Chapter 1
Functions on Euclidean
Space
P
1.1 Prove that |x| ≤ n |x |
i=1 i
Proof. If {e ,e ,...,e } is the usual basis on Rn, then we can write
1 2 n
x=x e +x e +...+x e
1 1 2 2 n n
and thus
n n n n
X X X X
|x| = x e ≤ |x e | = |x ||e | = |x |
i i i i i i i
i=1 i=1 i=1 i=1
1.2 When does equality hold in Theorem 1-1(3)?
Proof. Notice in the proof that we get
n n n
2 X 2 X 2 X 2 2
|x +y| = (x ) + (y ) +2 x y ≤|x| +|y| +2|x||y|
i i i i
i=1 i=1 i=1
P P
and so we have equality precisely when n x y = | n x y | and x
i=1 i i i=1 i i
and y are dependent. That is, when x and y are dependent and sgn(xi) =
sgn(y ) for all i. That is, when one is a non-negative multiple of the
i
other.
1.3 Prove that |x−y| ≤ |x|+|y|. When does equality hold?
Proof.
|x −y| = |x+(−y)| ≤ |x|+|−y| = |x|+|y|
Conditions for equality are the same as in 1.2, for x and −y.
1
1.4 Prove that ||x| − |y|| ≤ |x − y|.
Proof. Notice
|x| = |x − y + y| ≤ |x − y| + |y|
Thus
|x| − |y| ≤ |x − y|
Similarly,
|y| = |y − x + x| ≤ |y − x| + |x| = |x − y| + |x|
Thus
|y| − |x| ≤ |x − y|
−|x−y|≤|x|−|y|
So, combining these results yields
−|x−y|≤|x|−|y|≤|x−y|
which implies
||x| − |y|| ≤ |x − y|
as desired.
1.5 The quantity |y − x| is called the distance between x and y. Prove and
interpret geometrically the “triangle inequality”:
|z −x| ≤ |z −y|+|y −x|
Proof.
|z −x| = |z −y +y −x| ≤ |z −y|+|y −x|
Geometrically, we have
y
|
y −x
y| |
z − x
|
|
|z −x
z
1.6 Let f and g be integrable on [a,b].
1 1
Rb Rb 2 Rb 2
(a) Prove that f · g ≤ f2 · g2 .
a a a
2
(b) If equality holds, must f = λg for some λ ∈ R? What if f and g are
continuous?
(c) Show that Theorem 1-1(2) is a special case of (a).
Proof. (a) One way to prove this would be to observe that 1-1(2) implies
that
!1 !1
n n 2 n 2
Xf(t )g(t )∆x ≤ X(f(t ))2∆x X(g(t ))2∆x
k k k k k k k
k=1
k=1 k=1
Notice, by integrability, all the sums can be considered functions of
˙ Rb Rb 2
the tagged partition P, such that each will approach a f · g, a f
Rb
2 ˙
and g , respectively, when P → 0. Thus, by continuity of
a
the square root function and the absolute value, taking the limit as
˙
P →0willgive us the desired result.
However, following Spivak’s hint, we observe that either there exists
λ∈Rsuchthat Z b
2
0 = a (f −λg)
or, since (f − λg)2 is nonnegative, for all λ ∈ R
Z b 2
0 < a (f −λg)
Notice from Lebesgue’s theorem of Riemann-integrability that in the
first case we must have that f = λg almost everywhere on [a,b], and
therefore
Z bf · g = λZ bg2
a a
and
Z bf2 = Z bλ2g2
a a
Which would give us that
v ! s s
Z Z u Z 2 Z Z Z Z
b b u b b b b b
2 t 2 2 2 2 2 2 2
f · g = λ g = λ g = λ g g = f g
a a a a a a a
which can be rewritten as
!1 !1
Z Z 2 Z 2
b b b
f · g = f2 g2
a a a
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