Question 1. Compute the derivative of the following functions.
(a) \(f(x)=x^{3}-\frac{2}{\sqrt{x}}+4\)
(b) \(f(x)=2^{3 x-1}\)
(c) \(f(x)=\ln \left(5 x^{2}+1\right)\)
(d) \(f(x)=\frac{\tan (x)}{x^{2}+1}\)
(e) \(f(x)=e^{x^{2}} \cdot \arctan (2 x)\)
(f) \(f(x)=\sin (x)^{2} \cdot\left(\tan (x)+\cos (x)^{2}\right)\).
Question 2. In geometry, the folium of Descartes is a curve given by the equation
$$ x^{3}+y^{3}-3 a x y=0 $$
Here, \(a\) is a constant.
The curve was first proposed by Descartes in 1638 . Its claim to fame lies in an incident in the development of calculus. Descartes challenged Fermat to find the tangent line to the curve at an arbitrary point since Fermat had recently discovered a method for finding tangent lines. Fermat solved the problem easily, something Descartes was unable to do.
It is now the time for you to take on Descartes' challenge.
(a) Find the derivative \(\frac{d y}{d x}\) at any point \(\left(x_{0}, y_{0}\right)\) on this curve. Here, you may assume \(\left(x_{0}, y_{0}\right) \neq(0,0)\).
(b) Assuming \(a=\frac{3}{2}\). Verify that \((2,1)\) is a point on the curve.
(c) Assuming \(a=\frac{3}{2}\). Find the equation of tangent line at \((2,1)\).
Question 3. Let \(f(x)=x^{3}+2 x-1\), and we let \(g(x)\) be the inverse function for \(f(x)^{2}\)
(a) Find the equation of the tangent line for \(f(x)\) at \(x=1\).
(b) Find the value of \(g(2)\).
(c) Find the equation of the tangent line for \(g(x)\) at \(x=2\).
(d) (Not to be handed in) Plot the two tangent lines you found for \(f(x), g(x)\). Do they look like what you expect them to be (i.e. are they reflection over \(y=x ?\) )
Question 4. The standard normal distribution (more commonly known as the bell curve) is one of the most important distributions in the probability and statistics. Its cumulative distribution function is often denoted by \(\Phi(x)\), and there is no way to express \(\Phi(x)\) by elementary functions. However, we know that its derivative:
$$ \Phi^{\prime}(x)=\frac{1}{\sqrt{2 \pi}} e^{-\frac{x^{2}}} $$
We also know that \(\Phi(0)=\frac{1}{2}\).
(a) Let \(f(x)=\Phi\left(x^{2}-1\right)\). Find \(f^{\prime}(1)\).
(b) Let \(g(x)=x \cdot \Phi\left(x^{2}-1\right)\). Find \(g^{\prime}(1)\).
(c) Let \(h(x)=\left(\Phi\left(x^{2}-1\right)\right)^{2}\). Find \(h^{\prime}(1)\).
Suppose that the functions \(f: \mathbb{R}^{3} \rightarrow \mathbb{R}, g: \mathbb{R}^{3} \rightarrow \mathbb{R}\), and \(h: \mathbb{R}^{3} \rightarrow \mathbb{R}\) are continuously differentiable and let \(\left(x_{0}, y_{0}, z_{0}\right)\) be a point in \(\mathbb{R}^{3}\) at which$$ f\left(x_{0}, y_{0}, z_{0}\right)=g\left(x_{0}, y_{0}, z_{0}\right)=h\left(x_{0}, y_{0}, z_{0}\right)=0 $$and$$ \left\langle\nabla f\left(x_{0}, y_{0}, z_{0}\right), \nabla g\left(x_{0}, y_{0}, z_{0}\right) \times \nabla h\left(x_{0}, y_{0}, z_{0}\right)\right\rangle \neq 0 $$By considering the set of solutions of this system as consisting of the intersection of a surface with a path, explain why that in a...
1-Given the function: \(y=\frac{x^{2}-3 x-4}{x^{2}-5 x+4}\), decide if \(f(x)=y\) is continuous or has a removable discontinuity, and find horizontal tond vertical asymptotes.2 A-Use the definition \(\lim _{h \rightarrow 0} \frac{f(x+h)-f(x)}{h}\) to prove that derivative of \(f(x)=\sqrt{4-x}\) is \(\frac{-1}{2 \sqrt{4-x}}\)2 B- Evaluate the limit \(\lim _{h \rightarrow 0} \frac{f(x+h) - f(x)}{h}\) for the given value of \(x\) and function \(f(x) .\)$$ f(x)=\sin x, \quad x=\frac{\pi}{4} $$3-Given the function: \(y=(x+4)^{3}(x-2)^{2}\), find y' and classify critical numbers very carefully using first derivative tess...
Problem settingConsider the linear transformation \(\phi(\cdot): \mathbb{R}^{2} \rightarrow \mathbb{R}^{2}\) on the standard vector space of dimension two over the field of real numbers defined as:$$ \phi\left(\left(\begin{array}{l} x_{0} \\ x_{1} \end{array}\right)\right)=\left(\begin{array}{r} 3 x_{0}-x_{1} \\ -7 x_{0}+2 x_{1} \end{array}\right) $$Problem taskFind \(\mathcal{R}_{G \rightarrow E}(\) id \()\) that is the change of basis matrix from basis \(G\) to the standard basis \(E\) where the standard basis vectors are:$$ \begin{array}{l} \vec{e}_{0}=\left(\begin{array}{l} 1 \\ 0 \end{array}\right) \\ \vec{e}_{1}=\left(\begin{array}{l} 0 \\ 1 \end{array}\right) \end{array} $$given that...
Using the alternate definition of the derivative \(\left(f^{\prime}(c)=\lim _{x \rightarrow c} \frac{f(x)-f(c)}{x-c}\right)\), find \(f^{\prime}(c)\) where \(f(x)=2 x^{3} .\)
5. High accuracy Differentiation formulas. Using Taylor series.(a) Prove the following centered finite difference formula that is \(\mathrm{O}\left(\mathrm{h}^{4}\right)\) for the first derivative$$ f^{\prime}\left(x_{i}\right)=\frac{-f\left(x_{i+2}\right)+8 f\left(x_{i+1}\right)-8 f\left(x_{i}-1\right)+f\left(x_{i-2}\right)}{12 h}+O\left(h^{4}\right) $$(b) Compute the centered finite difference approximation of \(\mathrm{O}\left(\mathrm{h}^{2}\right)\) and \(\mathrm{O}\left(\mathrm{h}^{4}\right)\) for the first derivative of \(y=\sin x\) at \(x=\pi / 4\) using the value of \(h=\pi / 12\). Calculate the true percent relative error in both cases.
The period T of a pendulum with length L meters that makes a maximum angle of θ0 with the vertical is The vertical is: T= 4\sqrt{\frac{L}{9}}\int _0^{\frac{\pi }{2}}\frac{dx}{\sqrt{1-k^2sin^2x}} where k=sin((1/2)θ0) and g=9.8 m/sec2 in the acceleration due to gravity. (a) Find the first four terms of a series expansion for T by expanding the integrand using the binomial series and integrating term by term (your answer will include L, g, k). You may use the following integration fact: The integration...
Random variables \(X\) and \(Y\) have joint probability mass function (PMF):\(P_{X, Y}\left(x_{k}, y_{j}\right)=P\left(X=x_{k}, Y=y_{j}\right)= \begin{cases}\frac{1}{20}\left|x_{k}+y_{j}\right|, & x_{k}=-1,0,1 ; y_{j}=-3,0,3 \\ 0, & \text { otherwise }\end{cases}\)(a) Find \(F_{X, Y}(x, y)\), the joint cumulative distribution function (CDF) of \(X\) and \(Y\). A graphical representation is sufficient: probably the best way to do this is to draw the \(x-y\) plane and label different regions with the value of \(F_{X, Y}(x, y)\) in that region.(b) Let \(Z=X^{2}+Y^{2}\). Find the probability mass function (PMF)...
This problem uses least squares to find the curve \(y=a x+b x^{2}\) that best fits these 4 points in the plane:$$ \left(x_{1}, y_{1}\right)=(-2,2), \quad\left(x_{2}, y_{2}\right)=(-1,1), \quad\left(x_{1}, y_{3}\right)=(1,0), \quad\left(x_{4}, y_{4}\right)=(2,2) . $$a. Write down 4 equations \(a x_{i}+b x_{i}^{2}=y_{i}, i=1,2,3,4\), that would be true if the line actually went through a11 four points.b. Now write those four equations in the form \(\mathbf{A}\left[\begin{array}{l}a \\ b\end{array}\right]=\mathbf{y}\)c. Now find \(\left[\begin{array}{l}\hat{a} \\ \hat{b}\end{array}\right]\) that minimizes \(\left\|A\left[\begin{array}{l}a \\ b\end{array}\right]-\mathbf{y}\right\|^{2}\).
Round your answers to two decimal places. a. Using the following equation:\(S_{\hat{y}},=s \sqrt{\frac{1}{n}+\frac{\left(x^{*}-\bar{x}\right)^{2}}{\sum\left(x_{i}-\bar{x}\right)^{2}}}\) Estimate the standard deviation of \(\hat{y}^{*}\) when \(x=3 .\)b. Using the following expression:\(\hat{y} * \pm t_{\alpha / 2} s_{\hat{y}}\)Develop a \(95 \%\) confidence interval for the expected value of \(y\) when \(x=3\). toc. Using the following equation:$$ s_{\text {pred }}=s \sqrt{1+\frac{1}{n}+\frac{\left(x^{*}-\bar{x}\right)^{2}}{\sum\left(x_{i}-\bar{x}\right)^{2}}} $$Estimate the standard deviation of an individual value of \(y\) when \(x=3\).d. Using the following expression:\(\hat{y}^{*} \pm t_{\alpha / 2} s_{\text {pred }}\)Develop a \(95 \%\) prediction...
4. Consider functions \(f(x, y)=\sqrt[3]{x^{3}+y^{3}}\) and \(\mathbf{c}(t)=(t, 2 t)\).(a) Show that \(f_{x}(0,0)\) and \(f_{y}(0,0)\) exist. What is \(\nabla f(0,0)\) ?(b) Show that \(f\) is not differentiable at the point \((0,0)\).(c) Find \((f \circ c)(t)\) and then compute its derivative at the point \(t=0\).(d) Show that \((f \circ \mathbf{c})^{\prime}(0) \neq \nabla f(\mathbf{c}(0)) \cdot \mathbf{c}^{\prime}(0)\). Does this contradict the chain rule formula? why? why not?