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Advanced Calculus II as of


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Homework

You can discuss the questions with other people, but you must be able to write down the solution on your own. Be ready to answer similar questions on quizzes/exams Click to see previous assignments
  1. Homework I on Sequences and Series: Due Tue, Jan 21 in class
    For this set of questions, you should try all the questions 1-4. But turn in only one well written solution of your choice. (Be sure to include "all" the details!). (In my opinion, the difficulty of the questions, from easiest to hardest, is 3,1,2a, 2b,4. But, like most of math, this is a subjective judgement)
    1. If $(\vec x_n)$ is a sequence in $\mathbf{R}^p$ such that $\vec x_n\to \vec a$, show that the sequence of arithmetic means converges to the same limit, $\lim_{n\to\infty} \frac{1}{n}\sum_{k=1}^n \vec x_k =\vec a$. Hint: $\vec a=\vec 0$.
    2. It is known that the root test is stronger (=better) than the ratio test. To confirm this, prove one of the following claims:
      • If $(a_n)$ is a bounded sequence of strictly positive real numbers, show that $\limsup_{n\to\infty}\sqrt[n]{a_n} \leq \limsup_{n\to\infty} \frac{a_{n+1}}{a_n}$. (Bartle Exercise 18.F:).
      • Alternative version: If $(a_n)$ is a bounded sequence of strictly positive real numbers such that $r=\lim_{n\to\infty} \frac{a_{n+1}}{a_n}$ exists, then $\lim_{n\to\infty}\sqrt[n]{a_n}=r$. .
    3. The Cauchy Condensation Test (Barlet Exercise 34.K, or Rudin Theorem 3.27) is a theorem that says that if a sequence $(a_n)$ of real numbers is monotone decreasing and positive, then series $\sum_{n=1}^\infty a_n$ converges iff series $\sum_{k=0}^\infty 2^k a_{2^k}$ converges.

      Use The Cauchy Condensation Test to prove both of the following statements:

      • For $p\in\mathbf{R}$ the series $\sum_n\frac{1}{n^p}$ converges iff $p>1$.
      • For $p\in\mathbf{R}$ the series $\sum_{n=2}^\infty\frac{1}{n (\log n)^p}$ converges iff $p>1$.
    4. Bartle Exercise 34.K has a hint in the back of the book. Without looking into Rudin's book, use this hint to write the proof of The Cauchy Condensation Test.
  2. Homework II on integration Due Tue, Jan 28 in class
    1. Compute one of the following integrals: $\int_{-1}^1 x d|x|$ (with respect to absolute value function), $\int_{0}^2 x^3 d\lfloor x\rfloor$ (with respect to the greatest integer/floor function as in Bartle Example 29.9(e)).
      Hint: It is easier to use properties than the definition of the RS-integral.
    2. If $f $ is positive and continuous on $[0,1]$ and $M=\sup_{x\in[0,1]}f(x)$, show that $\lim_{n\to\infty}\sqrt[n]{ \int_0^1 (f(x))^n dx}=M$.
      Hint: One can use "the squeeze theorem" from calculus or from Bartle Thm 14.9. To put it differently, inequality $\limsup_{n\to\infty}\sqrt[n]{ \int_0^1 (f(x))^n dx}\leq M$ is obvious/easy. Inequality $\liminf_{n\to\infty}\sqrt[n]{ \int_0^1 (f(x))^n dx}\geq M$ may require a lemma which is somewhere in Bartle, but it maybe quicker to prove it than to find it.
    3. Prove that $\lim_{n\to\infty}\int_0^1 \frac{sin (nx)}{nx} dx=0$. (Compare Bartle 31.D). Alternatively, you may choose one of the problems 31.C, 31.E, 31F from Bartle.
  3. Homework III on improper integrals Due Tue, Feb 4 in class
    1. Bartle 32.D - choose one
    2. Bartle 32.F - choose one Discuss convergence/divergence/absolute convergence:
      • (a) $\int_1^\infty \frac{dx}{x(1+\sqrt{x})}$
      • (b) $\int_1^\infty \frac{x+2}{x^2+1}dx$
      • (c) $\int_1^\infty \frac{\sin(1/x)}{x} dx$
      • (d) $\int_1^\infty \frac{\cos x}{\sqrt{x}}dx$
      • (e) $\int_0^\infty \frac{x \sin x}{1+x^2} dx$
      • (f) $\int_0^\infty\frac{\sin x \sin 2 x}{x} dx$
    3. Bartle 32.G (chose one) For what values of $p$ and $q$ are the following convergent? Absolutely convergent?
      • (a) $\int_1^\infty \frac{x^p}{1+x^q}dx$
      • (b) $\int_1^\infty \frac{\sin x}{x^q} dx$
      • (c) $\int_1^\infty \frac{\sin x^p}{x} dx$
      • (d) $\int_1^\infty \frac{1-\cos x}{x^q} dx$
    4. Bartle 32.J; If $f$ is monotone and $\int_0^\infty f$ exists then $x f(x)\to 0$ as $x\to\infty$ Hints: 1. WLOG we can assume $f$ is decreasing (= nonincreasing). 2. Consider proof by contradiction. (Maybe not here? But for the alternative version below.)
      * You may solve instead an easier question (from one of the past qualifying exams) to prove that under the above assumptions $f(x)\to 0$ as $x\to\infty$

    New You may replace any of the above questions with the following "dominated convergence theorem":

    Suppose that for every $k=1,2,\dots$ $\lim_{n\to\infty}a_{n,k}=b_k$ exists and that $|a_{n,k}|\leq m_k$, where $\sum_{k=1}^\infty m_k<\infty$. Prove that the series in the formula below exist and we have the limit: $$\lim_{n\to\infty}\sum_{k=1}^\infty a_{n,k}=\sum_{k=1}^\infty b_k$$

  4. Homework IV on power series due Tue, Feb 11 in class: Choose 2 of the following 3 questions.
    1. Show that the series $\sum_{n=1}^\infty (-1)^n \frac{x^2+n}{n^2}$ converges uniformly in every bounded interval but does not converge absolutely for any value of $x$.
    2. Bartle, Exercise 37.H: Determine the radius of convergence for as many of the following as you can (turn in one or two that you found more interesting/challenging): (a) $\sum_{n=1}^\infty \frac{x^n}{n^n}$, (b) $\sum_{n=0}^\infty \frac{n^\alpha x^n}{n!}$, (c) $\sum_{n=0}^\infty \frac{n^n x^n}{n!}$, (d) $\sum_{n=2}^\infty \frac{x^n}{\log n}$, (e) $\sum_{n=0}^\infty \frac{(n!)^2}{(2n)!}x^n$, (f) $\sum_{n=0}^\infty \frac{x^n}{n^{\sqrt{n}}}$.
    3. Bartle Exercise 37.T: Use Abel's theorem 37.20 to prove that if $A=\sum a_n$, $B=\sum b_n$ and $C=\sum c_n$ converge, where $c_n=\sum_{k=0}^n a_k b_{n-k}$, then $C=AB$. Try to do get the proof without looking at "a solution" in the back of the book. Even if you do look there, be sure to add missing details and quote the actual theorem that you need to use! Why do the power series converge absolutely on $(0,1)$?
  5. Homework V due Tue, Feb 25 in class
    1. Use Banach fixed point theorem (Als known as contraction mapping theorem, compare ) to establish convergence of one of the following sequences converges: define appropriate function $f$ that maps an appropriate set $K\subset\mathbb{R}$ into itself, and verify that contraction property holds on $K$. Choose one sequence to turn in. (No ad-hoc solutions, please! This is intended as an exercise on how to use the contractive mapping and how to choose the appropriate "complete metric space".)
      • (a) $a_n=\cos(\cos(\dots(\cos(0))\dots))$ . More precisely, $a_0=0$, $a_{n+1}=\cos a_n$.
      • (b) $a_n=\sqrt{2+\sqrt{2+\dots\sqrt{2}}}$. More precisely, $a_0=0$, $a_{n+1}=\sqrt{2+a_n}$.
      • (c) $a_0=1$, $a_{n+1}=\frac{1}{1+a_n}$ which converges to the following continued fraction:   $ \frac{1}{1+\tfrac{1}{1+\tfrac{1}{1+\dots}}}$
    2. Partial derivatives and derivatives: Choose one of the Bartle Exercises 39 A, B, C, D, E (Exercises (39.D/E) are re-written here )
      • (39.D) Let $f(x,y)=\begin{cases} \frac{x y^2}{x^2+y^4} & x^2+y^2>0 \\ 0 & x=y=0 \end{cases}$.
        • Show that the directional derivative of $f$ at $(0,0)$ with respect to any (non-zero) vector $\vec u=\begin{bmatrix}a \\ b \end{bmatrix}$ exists,
        • If $a\ne 0$ then $D_{\vec {u}}f(0,0)=b^2/a$,
        • $f$ is not continuous
        • the derivative $f'(0,0)$ does not exist.
      • (39.E) Let $f(x,y)=\begin{cases} \frac{x y^2}{x^2+y^2} & x^2+y^2>0 \\ 0 & x=y=0 \end{cases}$.
        • Show that the directional derivative of $f$ at $(0,0)$ with respect to any (nonzero) vector $\vec u=\begin{bmatrix}a \\ b \end{bmatrix}$ exists,
        • If $a^2+b^2>0$ then $D_{\vec {u}}f(0,0)=ab^2/(a^2+b^2)$,
        • $f$ is continuous
        • the derivative $f'(0,0)$ does not exist.
    3. Coordinate-free differentiation in (finite dimensional) vector spaces: compute one of the following derivatives
      • If $f:\mathcal{M}_{2\times 2}\to \mathcal{M}_{2\times 2}$ is $f(X)=XAX$, where $A=\begin{bmatrix}a_{11} & a_{12} \\a_{21} & a_{2,2}\end{bmatrix}$ is given, what is $f'(X)(H)$?
      • If $f:\mathcal{P}_{2}\to \mathcal{P}_{3}$ is $f(p)=p p'$, what is $f'(p)(h)$?
      If you really do not like coordinate-free differentiation, you can choose to do one of these problems in coordinates! (A choice of $A=\begin{bmatrix}1& 2 \\3& 4\end{bmatrix}$ seems harmless enough.)
  6. Homework V due Tue, March 4 in class To be posted
  7. Homework VI due Tue, March 11 in class To be posted
  8. Homework VII TBA To be posted
  9. Homework VIII TBA To be posted
  10. Homework IX TBA To be posted
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Course Info

This is a direct continuation of Math 6001 with the emphasis on the calculus of mappings between general Euclidean spaces. Material covered includes: linear maps, differentiability, partial derivatives, differentiability of functions whose partial derivatives are continuous, chain rule, Jacobian, inverse and implicit function theorems. Uniform convergence of sequences of functions, Arzela-Ascoli theorem. Basics of Fourier series. Students will be expected to have completed MATH 6001 or the equivalent. Credit Level:U,G Credit Hrs:4 Pre-req: See your college advisor for details. Baccalaureate Competency: Critical Thinking, Effective Communication, Information Literacy, Knowledge Integration.

Exams and important dates. See also UC Academic Calendars

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Course Grade Calculation

The course grade will be assigned based on two exams, final, and the average of the quizzes/homeworks.
Grading scale: 93% A, 90% A-, 87%, B+, 83% B, 80% B-, etc.

Topics

According to course description, material covered includes: linear maps, differentiability, partial derivatives, differentiability of functions whose partial derivatives are continuous, chain rule, Jacobian, inverse and implicit function theorems. Uniform convergence of sequences of functions, Arzela-Ascoli theorem. Basics of Fourier series. However, we will start with some topics from the previous semester.
  1. Sequences and series
    • Sequences $(x_n)$ in metric spaces: Dr. Speight notes Ch 4, Bartle Ch III (pg 90), Rudin Ch 3 and Ch 7
    • Numerical Series $\sum_n a_n$: root test, Dirichlet test
      Dr. Speight notes Ch 4, Bartle Ch VI, Rudin Ch 3 and Ch 7
    • Sequences and series of functions $f_n:\mathbf{R}^p\to\mathbf{R}^q$. Uniform convergence, completeness of $C[0,1]$. Bartle Sect 26, Sect. 37, Rudin Ch 7, Dr. Speight notes end of Ch 5.
  2. Leftover integration topics: Dr. Speight notes Ch 7 pages 41 - 70. Bartle Sect. 30+31
    1. Mean value theorems
    2. Taylor's Thm Bartle 31.5.
    3. $\lim_{n\to\infty}\int_a^b f_n dg$
    4. interchange theorem
    5. Improper integrals, including comparison tests and Dirichlet's Test (Bartle Thm 32.9), "integral test for series" (Bartle Thm. 35.12).
  3. Some topics that were omitted in Adv. Calc I:
    • Power series Bartle Sect. 37, Rudin Ch. 8, Dr. Speight notes Ch 6 pgs $\geq 22$
      • Radius of convergence, term-by-term integration, term-by-term differentiation
      • Multiplication of series
    • The Stone-Weierstrass Theorem (Rudin Thm 7.26, Bartle Thm 24.7/24.8. Do we want Bartle, Thm 26.2? No! $C[0,1]$ is a complete and separable metric space!
  4. Exam 1 will be over the material that we manage to cover. You should know how to do problems similar to homework as well as proofs of selected theorems. Proofs required in 2025:
    1. Uniform convergence of continuous functions: Bartle, Theorem 24.1
    2. Limits of integrals: Bartle, Theorem 31.2
    3. Absolute convergence of series of vectors: Bartle Thm 34.7
    4. Root test for absolute convergence of numerical series: Bartle Thm 35.3 +Corollary 35.4 (Oops, I meant Corollary 35.5. )
    5. Dirichlet's test for series: Bartle, Thm 36.2
    6. Radius of convergence for power series: Bartle, Thm 37.13 (Cauchy-Hadamard)
    7. Uniform convergence: Bartle, Thm 37.14
    8. Term by term differentiation: Bartle, Thm 37.16
    9. Uniqueness: Bartle, Thm 37.17
    10. Improper integrals:
      • Thm 32.5 Cauchy Criterion
      • Thm 32.7 Comparison Test
      • Thm 32.8 Limit Comparison Test
  5. More topics that were moved from Adv. Calc I:
    • Equicontinuity and The Arzela-Ascoli Theorem. Bartle Thm 26.7 Rudin Ch 7, Thm 7.25
    • Banach fixed point theorem (Bartle, Thm 23.5, Rudin Thm 9.23, Dr Speight notes Ch 5 pg 47++
     catwalk
    Position marker: We are here, more or less
  6. Derivatives for functions $\mathbb{R}^p\supset E \to \mathbb{R}^q$.
    • Linear functions (and linear functionals): Bartle Section 21, Rudin Ch 9, Dr. Speith notes Ch 5 pg 20-24
    • The derivative in $\mathbb{R}^p$: Bartle Section 39, Rudin Ch9
    • The chain rule and MVT: Bartle Section 40, Rudin Ch 9
    • Mapping Theorems, Inversion theorem, Implicit functions: Bartle Section 41, Rudin Ch 9
    • Extrema: Bartle Section 42
  7. Orthogonal expansions - a prequel to Fourier series.
  8. Exam 2 The exam will be over the material that we manage to cover. You should know how to do problems similar to homework as well as proofs of selected theorems.
    Proofs required in 2024 - to be updated for 2025:
    1. Banach fixed point theorem (Bartle Thm 23.5 )
    2. Continuity theorem (Bartle, Lemma 39.5)
    3. Partial derivatives theorem (Bartle Thm 39.6 and Corollary 39.7)
    4. $C^1$ Differentiability criterion (Bartle, Thm 39.9)
    5. Chain Rule (Bartle Thm 40.2)
    6. EZ Mean Value Thm (Bartle Thm 40.4)
    7. First derivative test : Bartle Thm 42.1
    8. Second derivative test: Bartle Thm 42.5
  9. Fourier series: Bartle Section 38.
  10. Additional topics. To be decided later. Currently under consideration:
    • A sequel to Fourier series - Intro to orthogonal polynomials.
    • Problems from past Advanced Calculus Qualifying Exams.
  11. Final Exam: Thursday, May 1, 12:30- 2:30 pm, Room 115 W. Charlton The final exam will be cumulative over all the material covered. You should know how to do problems similar to homework as well as proofs of selected theorems. (4 questions)
    Required proofs:
    1. List of proofs from Exam 1
      1. Uniform convergence of continuous functions: Bartle, Theorem 24.1
      2. Absolute convergence of series of vectors: Bartle Thm 34.7
      3. Root test for absolute convergence of numerical series: Bartle Thm 35.3+Corollary 35.4
      4. Dirichlet's test for series: Bartle, Thm 36.2
      5. Radius of convergence for power series: Bartle, Thm 37.13 (Cauchy-Hadamard)
      6. Uniform convergence: Bartle, Thm 37.14
      7. Term by term Differentiation: Bartle, Thm 37.16
      8. Uniqueness: Bartle, Thm 37.17
      9. Improper integrals:
        • Thm 32.5 Cauchy Criterion
        • Thm 32.7 Comparison Test
        • Thm 32.8 Limit Comparison Test
    2. List of proofs from Exam 2
      1. Banach fixed point theorem (Bartle Thm 23.5 )
      2. Continuity theorem (Bartle, Lemma 39.5)
      3. Partial derivatives theorem (Bartle Thm 39.6 and Corollary 39.7)
      4. $C^1$ Differentiability criterion (Bartle, Thm 39.9)
      5. Chain Rule (Bartle Thm 40.2)
      6. EZ Mean Value Thm (Bartle Thm 40.4)
      7. First derivative test : Bartle Thm 42.1
      8. Second derivative test: Bartle Thm 42.5
    3. Fourier Series
      • Bartle Lemma 38.3
      • Bartle Theorem 38.4 (Bessel Inequality)
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