Revision Flashcards

1
Q

What is the Least Upper Bound Axiom?

A

Any non-empty set of real numbers that is bounded above has a least upper bound.

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2
Q

What is Bernoulli’s Inequality?

A

(1 + x)^k ≥ 1 + kx, x > −1

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3
Q

How do you prove there is a real number whose square is 2?

A

Consider the set of real numbers whose square is less than 2. Let r = Sup (S) and so either the square of r is <2, =2 or >2. Work to exclude the first and last possibility by showing that r cannot be the LUB, by taking a positive ε and finding r + ε to be in S for case 1 and r - ε to be an upper bound in case 3. This leaves only r^2 = 2.

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4
Q

How do rational and irrational add and multiply.

A

Given any irrational number x and any rational number p/q, x + (p/q) and xp/q are both irrational. To see this, we argue by contradiction: if x + p/q = p′/q′ , then x = p′/q′ − p/q = (p′q − pq′)/qq′ ∈ Q, contradicting the fact that x is irrational; and similarly if x(p/q) = p′/q′ , then x = p′q/pq′ ∈ Q.

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5
Q

What is the Archimedean Property?

A

For any real number r, there exists n ∈ N such that n > r.

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6
Q

What is the proof of the Archimedean Property?

A

If this does not hold then there is some real number r such that n < r for all n ∈ N, i.e. the set N of all natural numbers would be bounded above. In this case, as a non-empty subset of the real numbers that is bounded above, it would have a least upper bound R. Given any n ∈ N, n + 1 is also a natural number, so for every natural number n, n + 1 ≤ R. But this implies that n ≤ R−1 for every natural number n. So R−1 is an upper bound for N, contradicting the fact that R is the least upper bound.

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7
Q

How are rationals and irrationals interleaved?

A

Between any two real numbers a < b there is a rational number and an irrational number.

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8
Q

Proof that rationals and irrationals are interleaved.

A

First we find a rational number between a and b.
If a < 0 < b then we can take x = 0. If the result holds for 0 ≤ a < b then it also holds for a < b ≤ 0 (find x with −b < x < −a and then take −x with a < −x < b).
So we take 0 ≤ a < b with a, b ∈ R. Choose n ∈ N such that 1/n < b − a, and let m be the smallest integer such that m > an. Then m − 1 ≤ an and an < m, which means that a < m/n ≤ a + (1/n) < a + (b − a) = b, since we choose n to satisfy 1/n < b − a. So m/n is a rational number that lies between a and b. Now we show that there is an irrational number between a and b. We use the previous result to find a rational number x such that a/√ 2 < x < b/√ 2 . We showed above that if x is rational and y is irrational then xy is irrational, so x√ 2 is irrational and a < x√ 2 < b, as required.

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9
Q

What are the triangle inequalities?

A

For any two real numbers a and b,
(i) |a + b| ≤ |a| + |b| (triangle inequality);
(ii) |a − b| ≥ ||a| − |b|| (reverse triangle inequality).

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10
Q

What is the definition of a convergent sequence?

A

A sequence (an) converges to a limit l ∈ R if for every ε > 0 there exists N ∈ N such that |an − l| < ε for every n ≥ N.
To show that a sequence converges, you have to show that for any ε > 0 you can find an appropriate N so that (2.1) holds.

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11
Q

What is the Uniqueness of Limits Lemma?

A

A sequence can have at most one limit. This means that we can write limn→∞ an = l if an → l.

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12
Q

What is the proof of the Uniqueness of Limits Lemma?

A

We suppose that an → l1 and an → l2 and show that we must have l1 = l2. Assume that l1 ≠ l2 and deduce a contradiction. Suppose that l2 > l1. Take ε = (l2 − l1)/2. Since an→l1, there exists N1 such that |an − l1| < ε for every n ≥ N1; in particular, an > l1 − (l2 − l1)/2 = (l1 + l2)/2 for all n ≥ N1. Since an → l2, there exists N2 such that |an − l2| < ε for every n ≥ N2; in particular, an < l2 + (l2 − l1)/2 = (l1 + l2)/2 for all n ≥ N2. If we take n ≥ max(N1, N2) it follows that we must have both an > (l1 + l2)/2 and an < (l1 + l2)/2, which is impossible; so we must have l1 = l2.

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13
Q

What is the Shift Rule?

A

For any fixed k ∈ N, an → l as n → ∞ if and only if an+k → l as n → ∞.

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14
Q

Proof of the Shift Rule?

A

Given ε > 0, choose N such that |an − l| < ε for all n ≥ N. Then, if we take n > N, we have n + k > n > N, so |an+k − l| < ε also. Conversely, given ε > 0, find M such that |am+k − l| < ε for all m ≥ M. Then if we take N = M + k we have |an − l| < ε for all n ≥ N.

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15
Q

Prove that any convergent sequence is bounded?

A

Lemma 2.6. Any convergent sequence is bounded.
Proof. Take a sequence (an) such that an → a. Then, taking ε = 1 in the definition of convergence, there exists N such that |an − a| < 1 n ≥ N. So we have |an| = |(an − a) + a| ≤ 1 + |a| n ≥ N. Set A = max(|a1|, . . . , |aN−1|, |a| + 1) and then |an| ≤ A for all n ∈ N.

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16
Q

Prove that if an → a then |an| → |a|.

A

Proof. Using the reverse triangle inequality ||an| − |a|| ≤ |an − a|. Given any ε > 0 choose N such that |an − a| < ε for all n ≥ N; then ||an| − |a|| < ε for all n ≥ N too.

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17
Q

How does a sequence converge if it is bounded by another sequence?

A

Suppose that |an − l| ≤ |bn|, where bn → 0 as n → ∞. Then an → l.

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18
Q

What are the Algebra of Limits?

A

Suppose that an → a and bn → b. Then:
(i) an + bn → a + b;
(ii) anbn → ab;
(iii) if b ≠ 0 then an/bn → a/b.

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19
Q

Prove that if an ≤ bn for all n, an → a and bn → b, then a ≤ b.

A

Suppose that a > b. Choose ε = (a − b)/2; then there exists N such that for all n ≥ N, |an − a| < (a − b)/2 and |bn − b| < (a − b)/2 . So then a − an ≤ |an − a| < (a − b)/2 ⇒ an > a − (a − b)/2 = (a + b)/2 and bn − b ≤ |bn − b| < (a − b)/2 ⇒ bn < b + (a − b)/2 = (a + b)/2 . This contradicts the assumption that an ≤ bn for all n.

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20
Q

What is the Sandwich Rule?

A

Suppose that an ≤ bn ≤ cn, where an → l and cn → l. Then bn → l.

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21
Q

Prove the Sandwich Rule

A

Take ε > 0. Since an → l there exists N1 such that for all n ≥ N1, l − ε < an < l + ε; since cn → l there exists N2 such that for all n ≥ N2, l − ε < cn < l + ε. If we take n ≥ N := max(N1, N2) then l − ε < an ≤ bn ≤ cn < l + ε, i.e. |bn − l| < ε, which shows that bn → l.

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22
Q

Prove that for any x > 0, x 1/n → 1 as n → ∞.

A

First we take x > 1 and write x^(1/n) = 1 + hn. Since x^(1/n) > 1 when x > 1, we know that hn > 0. So we have x^(1/n) = (1 + hn)^n ≥ 1 + nhn > nhn ⇒ hn < x/n . (2.3) Since we have 0 < hn < x n , it follows by the Sandwich Rule that hn → 0 as n → ∞, and so (by sum rule for limits, since x^(1/n) = 1 + hn) x^(1/n) → 1 as n → ∞. For x < 1 we can write x^(1/n) = (1/(1/x))^(1/n), and use the fact that (1/x)^(1/n) → 1 as n → ∞ and the quotient rule for limits.

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23
Q

How does n^(1/n) converge?

A

n^(1/n) → 1 as n → ∞.

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24
Q

What does it mean for a sequence to tend to infinity?

A

We say that an → ∞ as n → ∞ if for every R ∈ R there exists N such that an > R for every n ≥ N.

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25
Q

Prove that if an → ∞ as n → ∞ then 1/an → 0 as n → ∞.

A

Given ε > 0, since an → ∞ there exists N such that an > 1/ε for all n ≥ N. Then 0 ≤ 1/an < ε for all n ≥ N, so in particular |1/an| < ε for all n ≥ N and so 1/an → 0.

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26
Q

What is the Comparison Test for Limits?

A

If an ≥ bn and bn → ∞ as n → ∞, then an → ∞ as n → ∞.

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27
Q

What is the Ratio Test for Limits?

A

Suppose that (an) is a sequence of positive terms, and that limn→∞ (an+1)/an = r. If r < 1 then an → 0, and if r > 1 then an → ∞. If r = 1 then we cannot deduce anything: consider the three sequences an = 1/n for each n, an = 1 for all n, and an = n for each n. In all three cases an+1/an → 1 as n → ∞. (We will see similar issues later.)

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28
Q

What are the known/example limits for the Ratio Test?

A

We have the following limits as n → ∞:
(i) |x^n → 0 if |x| < 1 and |x|^n → ∞ if |x| > 1;
(ii) for α ∈ Q, n^α → ∞ if α > 0 and n^α → 0 if α < 0;
(iii) x^n/n^k → ∞ if x > 1 (and converges to 0 if 0 ≤ x ≤ 1);
(iv) x^n/n! → 0; and
(v) n!/n^n → 0

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29
Q

What does it mean for a sequence to be increasing, decreasing and monotonic?

A

A sequence (an) is increasing if a1 ≤ a2 ≤ a3 ≤ · · · (in general an+1 ≥ an) - the terms increase or stay the same. [If an+1 > an we say that the sequence is strictly increasing.] A sequence (an) is decreasing if a1 ≥ a2 ≥ a3 ≥ · · · (i.e. an+1 ≤ an); the terms decrease or stay the same. [If an+1 < an for all n then we say that the sequence is strictly decreasing.] A sequence is (strictly) monotonic if it is (strictly) increasing or (strictly) decreasing. [Note that a constant sequence is both ‘increasing’ and ‘decreasing’.]

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30
Q

What does it mean for a sequence to be bounded?

A

A sequence (an) is bounded above if there exists M ∈ R such that an ≤ M for all n, and bounded below if there exists K ∈ R such that an ≥ K for all n. [This is the same as the set {an} being bounded above or below.]

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31
Q

What is the theorem for convergence of an increasing sequence when it is/is not bounded?

A

If (an) is increasing then:
(i) if it is bounded above then it converges
(ii) if it is not bounded above then an → ∞.

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32
Q

Prove the theorem for convergence of an increasing sequence when it is/is not bounded?

A

Consider the set A = {an : n ∈ N}. This is non-empty and bounded above (by assumption), so (by the Least Upper Bound Axiom) it has a least upper bound; we set l = sup A. We will show that an → l as n → ∞. Since l is an upper bound for all elements of A, an ≤ l for every n ∈ N. (3.1) Now take ε > 0. Since l is the least upper bound, there exists an element a of A such that a > l − ε, i.e. there exists N such that aN > l − ε. Since (an) is increasing, we know that if n ≥ N then an ≥ aN > l − ε. Combining this with (3.1) it follows that for all n ≥ N we have |an − l| < ε, which shows that an → l as n → ∞. (ii) Choose R ∈ R. Since (an) is not bounded above there exists N such that aN > R. Now since (an) is increasing, it follows that an > R for all n ≥ N; so an → ∞.

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33
Q

When is a number rational?

A

A number x ∈ [0, 1] is rational if and only if its decimal expansion terminates or recurs.

34
Q

How does a subsequence of a convergent sequence converge?

A

If an → l, then any subsequence converges to l.

35
Q

Prove that any subsequence, of a convergent sequence converges, to the same limit.

A

Let (anj) be a subsequence of (an). Take ε > 0. Since an → l, there exists N such that |an −l| < ε for all n ≥ N. Now since nj → ∞, there exists J such that nj ≥ N for all j ≥ J. It follows that |anj − l| < ε for all j ≥ J, and so anj → l as j → ∞, as claimed.

36
Q

What is the Bolzano-Weierstrass Theorem?

A

Any bounded sequence of real numbers contains a convergent subsequence.

37
Q

Prove the BWT

A

If (an) is bounded then it contains a monotonic subsequence; this is bounded both above and below (since (an) is bounded) - so it is increasing and bounded above or decreasing and bounded below, so (by Theorem 3.1 or its corollary) it must converge.

38
Q

When is a sequence Cauchy?

A

A sequence (an) is Cauchy if for each ε > 0 there exists an N such that |an − am| < ε for m, n ≥ N. In fact, if a sequence is Cauchy then it must converge.

39
Q

Show that any Cauchy sequence converges?

A

Suppose that an → l. Then for any choice of ε > 0 there exists N such that |an − l| < ε/2 for all n ≥ N. Let’s take m, n ≥ N. Then |an − am| ≤ |an − l| + |l − am| < ε 2 + ε 2 = ε for all m, n ≥ N, by the triangle inequality.

40
Q

What is the General Principle of Convergence?

A

A sequence of real numbers converges if and only if it is Cauchy.

41
Q

Prove the General Principle of Convergence?

A

We have already shown that any convergent sequence is Cauchy. So suppose that (an) is a Cauchy sequence. Since (an) is bounded, it must have a convergent subsequence: anj → l as j → ∞, for some l ∈ R. We just have to show that an → l. Pick ε > 0. Since (an) is Cauchy, there exists N such that |an − am| < ε/2 for all m, n ≥ N. Since the subsequence anj → l as j → ∞, we can pick J such that nJ ≥ N and such that |anj − l| < ε/2 for all j ≥ J. If k ≥ nJ then, since nJ ≥ N, we have k, nJ ≥ N and so |ak − anJ | < ε/2; we also know that |anJ − l| < ε/2, so |ak − l| = |ak − anJ + anJ − l| ≤ |ak − anJ | + |anJ − l| < ε 2 + ε 2 = ε, which shows that ak → l as k → ∞.

42
Q

What does it mean for a series to converge?

A

If (an) is a sequence, then we say that ∑(∞/j=1) aj = s if the sequence (sn) of partial sums sn = ∑(n/j=1) aj converges to s.

43
Q

How does sum and multiplication of series work?

A

If ∑∞j=1 aj = t and ∑∞j=1 bj = s then ∑∞j=1 (aj + bj ) = t + s. If ∑∞j=1 aj = s and c ∈ R then ∑∞j=1 c*aj = cs.

44
Q

Prove that if an does not tend to 0 then ∑∞n=1 an does not converge

A

Suppose a series tends to a limit s, then by shift rule, the series up to n and n-1 both tend to s. But the value can be found by subtracting the two series, giving 0.

45
Q

How does the harmonic series converge?

A

The harmonic series is an example of a series that does not converge, despite the values in the sequences tending to 0.

46
Q

What are Vanishing Tails?

A

If ∑an converges then ∑∞j=n aj → 0 as n → ∞.

47
Q

Proof of Vanishing Tails.

A

Rearrange (4.4) as ∑∞j=kaj = ∑∞j=1 aj − ∑k-1j=1 aj , take k → ∞, using the fact that limk→∞ ∑k-1j=1 aj = ∑∞j=1aj.

48
Q

How does a series converge if its partial sums are bounded?

A

If an ≥ 0 and the partial sums ∑nj=1 aj are bounded above then ∑∞j=1 aj converges. If the partial sums are not bounded above then the series diverges.

49
Q

What is the Comparison Test for Series?

A

(Comparison Test). Suppose that 0 ≤ an ≤ bn for every n. Then
* if ∑∞j=1 bj converges then ∑∞j=1 aj converges;
* if ∑∞j=1 aj diverges then ∑∞j=1 bj diverges.

50
Q

e

A

We define e = ∑∞k=0 1/k! .
Theorem 4.8. The number e is irrational.
4.3.2 (1 + 1/n)^n → e

51
Q

What is Absolute Convergence?

A

We say that ∑an converges absolutely if ∑|an| < ∞.
There are sequences that converge that do not converge absolutely, e.g. ∑1/n does not converge whilst ∑∞k=0 (-1)k+1 1/k does converge.

52
Q

How does Absolute Convergence affect Convergence?

A

(Absolute convergence implies convergence). Suppose that ∑|an| converges. Then ∑an converges.

53
Q

Prove that Absolute Convergence affect Convergence.

A

We define two new sequences with positive terms: bn = ( an when an > 0, 0 when an ≤ 0); cn = ( 0 when an ≥ 0, −an when an < 0). Note that bn ≤ |an|, cn ≤ |an|, and an = bn − cn. Since ∑|an| converges, it follows from the Comparison Test (version 1) that both ∑bn and ∑cn converge. Since an = bn − cn, it now follows from the sum rule for series that ∑an converges.

54
Q

What is a Conditionally Convergent sequence?

A

A series that converges but does not converge absolutely (like the alternating version of the harmonic series) is called conditionally convergent.

55
Q

What is the 2nd version of the Comparison Test for series?

A

Suppose that |an| ≤ bn for every n, and ∑bn < ∞. Then ∑an converges.

56
Q

What is the Ratio Test for series?

A

(Ratio test). If an does not equal 0 and
|(an+1/an)| → r as n → ∞ then:
* if r < 1 the series ∑an converges absolutely;
* if r > 1 the series ∑an does not converge;
* if r = 1 it could be either.

57
Q

What is Cauchy’s Root Test for series?

A

Suppose that |an|1/n → r as n → ∞. Then:
* if r < 1 the series ∑an converges absolutely;
* if r > 1 the series ∑an does not converge;
* if r = 1 it could be either

58
Q

What is the Integral Test?

A

Suppose that f : [1,∞) → [0,∞) is a non-negative decreasing function. Then:
* if ∫n1 f(x) dx is bounded then ∑∞n=1 f(n) converges;
* if ∫n1 f(x) dx is unbounded then ∑∞n=1 f(n) diverges.

59
Q

How does a positive, decreasing sequence converge?

A

Suppose that an ≥ 0 with an+1 ≤ an and an → 0. Then ∑∞n=1 (−1)^(n+1)an converges.

60
Q

What is the definition of Continuity?

A

We say that f is continuous at c if f(x) can be made arbitrarily close to f(c) by taking x sufficiently close to c.

Definition 5.1 (ε–δ definition of continuity). A function f : E → R is continuous at c ∈ E if for any ε > 0 there exists a δ > 0 such that x ∈ E and |x − c| < δ ⇒ |f(x) − f(c)| < ε.

61
Q

What is the Neighbourhood in relation to Continuity?

A

We call x ∈ E with |x−c| < δ, i.e. E ∩(c−δ, c+δ), the δ-neighbourhood of c in E.

62
Q

What is Preservation of Inequalities in relation to Continuity?

A

If f : E → R is continuous at c ∈ E and f(c) > α then there exists a δ > 0 such that f(x) > α for all x ∈ E with |x − c| < δ. Similarly, if f(c) < α then there exists a δ > 0 such that f(x) < α for all x ∈ E with |x − c| < δ.

63
Q

How does continuity hold when functions are added and multiplied?

A

If f, g : E → R are both continuous at c ∈ E then:
(i) f + g is continuous at c;
(ii) fg is continuous at c.

64
Q

How does continuity hold under Composition of Functions?

A

Suppose that f : E → R is continuous at c, f(E) ⊂ D, and g : D → R is continuous at f(c); then the composition of g with f, g ◦ f : E → R, defined by setting (g ◦ f)(x) = g(f(x)) x ∈ E, is continuous at c.

65
Q

How does continuity hold in relation to the modulus and maximum of a function?

A

Suppose that f, g : E → R are continuous at c ∈ E. Then:
(i) the function |f| : E → R given by |f|(x) = |f(x)| is continuous at c;
(ii) the function max(f, g) : E → R given by max(f, g)(x) = max(f(x), g(x)) is continuous at c.

66
Q

How do convergent sequences hold under continuity when applied to a function?

A

Suppose that f : E → R is continuous at c ∈ E, and that (xn) ∈ E is a sequence such that xn → c as n → ∞. Then f(xn) → f(c) as n → ∞.

67
Q

What is the definition of Sequential Continuity?

A

A function f : E → R is sequentially continuous at c ∈ E if whenever (xn) ∈ E and xn → c as n → ∞ then f(xn) → f(c) as n → ∞.

68
Q

What does it mean for a function to be discontinuous?

A

A function f : E → R is discontinuous at c ∈ E if there exists an ε > 0 such that for every δ > 0 there exists an x ∈ E such that |x − c| < δ but |f(x) − f(c)| ≥ ε.

69
Q

How do convergent sequences affect continuity?

A

Suppose that for any sequence (xn) ∈ E with xn → c as n → ∞ we have f(xn) → f(c) as n → ∞; then f is continuous at c.

70
Q

What are the inequalities in relation to Sin and Tan?

A

For x ∈ (0, π/2) we have:
0 < sin x < x < tan x.
And for x ∈ (−π/2, π/2):
|sin x| ≤ |x| ≤ |tan x|.
Since |sin x| ≤ 1 the inequality |sin x| ≤ |x| is clearly valid for x ∈ (−π, π) also.

71
Q

Prove that sin is continuous?

A

Fix c ∈ R. Choose α = (x + c)/2 and β = (x − c)/2 in (8.3), which gives sin x − sin c = 2 cos((x + c)/2) sin((x − c)/2). Therefore |sin x − sin c| = 2| cos((x + c)/2)||sin((x − c)/2)| ≤ 2 × 1 × |(x − c)/2|. Continuity of f at c now follows by taking δ = ε.

72
Q

What is the Intermediate Value Theorem?

A

Suppose that f is continuous on [a, b] and that f(a) < f(b). Then for any g with f(a) < g < f(b) there exists c ∈ (a, b) such that f(c) = g. A similar statement holds if f(a) > f(b) and f(a) > g > f(b).

73
Q

When does a continuous function have a fixed point?

A

Any continuous function f : [a, b] → [a, b] has a fixed point, i.e. there exists an x∗ ∈ [a, b] such that f(x∗ ) = x∗

74
Q

Prove the fixed point from a continuous function.

A

Consider the function g(x) = f(x) − x. Then 0 ≤ g(a) and g(b) ≤ 0. If g(a) = 0 then f(a) = a, and if g(b) = 0 then f(b) = b. Otherwise g(a) > 0 and g(b) < 0, in which case by the IVT there exists a c ∈ (a, b) such that g(c) = 0, i.e. f(c) = c.

75
Q

What form can an interval be of?

A

Any interval is a set of the following form: a single point {a}, a (nontrivial) bounded interval
(a, b), (a, b], [a, b), [a, b]; (9.1)
a semi-infinite interval
(−∞, b), (−∞, b], (a,∞), [a,∞); (9.2)
or the whole line R.

76
Q

When is the range of a function an interval?

A

Let I be an interval and suppose that f : I → R is continuous. Then f(I) is an interval.

77
Q

What is the Extreme Value Theorem?

A

If f : [a, b] → R is continuous then f is bounded and attains its bounds. In other words, f is bounded above and below on [a, b], and there exist x ∗ , x∗ ∈ [a, b] such that
f(x∗) = inf x∈[a,b] f(x) and f(x ∗ ) = sup x∈[a,b] f(x).

78
Q

When does an even degree polynomials have roots?

A

Let P : R → R be given by
P(x) = ∑2nk akxk , a2n > 0,
i.e. an even degree polynomial with positive leading coefficient. Then P has a minimum at some point x = x∗, and (i) if P(x∗) > 0 there are no real roots; (ii) if P(x∗) = 0 there is at least one real root; and (iii) if P(x∗) < 0 then there are at least two real roots.

79
Q

What is Uniform Continuity?

A

A function f : E → R is uniformly continuous on E if for any ε > 0 there exists a δ > 0 such that x ∈ E and |x − y| < δ ⇒ |f(x) − f(y)| < ε (10.2) for every x, y ∈ E.
I.e. If δ only depends on ε and not on c for all c ∈ E, we say that f is uniformly continuous on E.

80
Q

How does continuity imply uniform continuity?

A

If f : [a, b] → R is continuous, then f is uniformly continuous on [a, b].

81
Q

What does it mean for a function to be increasing/decreasing?

A

A function f : E → R is said to be increasing (on E) if x ≥ y ⇒ f(x) ≥ f(y); and strictly increasing (on E) if x > y ⇒ f(x) > f(y). A function f : E → R is said to be decreasing (on E) if x ≥ y ⇒ f(x) ≤ f(y);. and strictly decreasing (on E) if x > y ⇒ f(x) < f(y).

82
Q

What is the Inverse Function Theorem for continuous functions?

A

Let I be an interval and suppose that f : I → R is continuous and strictly monotonic. Then J = f(I) is an interval and f −1 : J → I is continuous and strictly monotonic (in the same sense as f).