DATA605_HW14_Taylor Series
Question 1: Compute the Taylor series expansion of \(f(x) = 1/(1-x)\)
Solution 1
Taylor Series is defined as \(f(x) = \sum\limits_{n=0}^{\infty}\frac{f^{(n)}(c)}{n!}(x-c)^n\).
$f(x) = 1/(1-x)$
Find first several derivatives.
\(f^0(c) = \frac{1}{(1-c)}\),
\(f'(c) = \frac{1}{(1-c)^2}\)
\(f''(c) = \frac{2}{(1-c)^3}\)
\(f'''(c) = \frac{6}{(1-c)^4}\)
\(f''''(c) = \frac{24}{(1-c)^5}\)
Per definition,
\[ \begin{split} f(x) &= \frac{1}{(1-c)0!}(x-c)^0 + \frac{1}{(1-c)^2 1!}(x-c)^1 + \frac{2}{(1-c)^3 2!}(x-c)^2 + \frac{6}{(1-c)^4 3!}(x-c)^3 + \frac{24}{(1-c)^5 4!}(x-c)^4 + ... \\ &= \frac{1}{(1-c)} + \frac{1}{(1-c)^2}(x-c) + \frac{2!}{(1-c)^3 2!}(x-c)^2 + \frac{3!}{(1-c)^4 3!}(x-c)^3 + \frac{4!}{(1-c)^5 4!}(x-c)^4 + ... \\ &= \frac{1}{(1-c)} + \frac{1}{(1-c)^2}(x-c) + \frac{1}{(1-c)^3}(x-c)^2 + \frac{1}{(1-c)^4}(x-c)^3 + \frac{1}{(1-c)^5}(x-c)^4 + ... \\ &= \sum\limits_{n=0}^{\infty} \frac{1}{(1-c)^{n+1}}(x-c)^n \end{split} \]
The Maclaurin Series of \(f(x)\), \(c=0\), \(f(x) = \sum\limits_{n=0}^{\infty} x^n = 1 + x + x^2 + x^3 + x^4 + ...\).
It is easy to see that this series will only converge if \(|x|<1\), so the valid range is \((-1, 1)\).
Function 2: Generate the taylor series expansion of \(f(x) = e^x\)
Solution 2
Find first several derivatives.
\(f^0(c) = e^c\)
\(f'(c) = e^c\)
\(f''(c) = e^c\)
\(f'''(c) = e^c\)
\(f''''(c) = e^c\)
Per definition,
\[ \begin{split} f(x) &= \frac{e^c}{0!}(x-c)^0 + \frac{e^c}{1!}(x-c)^1 + \frac{e^c}{2!}(x-c)^2 + \frac{e^c}{3!}(x-c)^3 + ...\\ &= e^c + e^c(x-c) + e^c\frac{(x-c)^2}{2!} + e^c\frac{(x-c)^3}{3!} + ...\\ &= e^c \sum\limits_{n=0}^{\infty} \frac{(x-c)^n}{n!} \end{split} \]
The Maclaurin Series of \(f(x)\), \(c=0\), \(f(x) = \sum\limits_{n=0}^{\infty} \frac{x^n}{n!} = 1 + x + \frac{x^2}{2} + \frac{x^3}{6} + \frac{x^4}{24} + ...\).
Ratio Test:
\(\frac{a_{n+1}}{a_n} = \frac{x^{n+1}}{(n+1)!}\times\frac{n!}{x^n} = \frac{x \times x^n \times n!}{(n+1)\times n! \times x^n} = \frac{x}{n+1}\)
\(L = \lim\limits_{n\to\infty}\frac{x}{n+1} = 0\) and \(L<1\).
This series will converge for any \(x\), so the valid range is \((-\infty, \infty)\).
Question 3: Taylor series Expansion of \(f(x) = ln(1+x)\)
Solution 3
Find first several derivatives.
\(f^0(c) = ln(1+c)\)
\(f'(c) = \frac{1}{c+1}\)
\(f''(c) = -\frac{1}{(c+1)^2}\)
\(f'''(c) = \frac{2}{(c+1)^3}\)
\(f''''(c) = -\frac{6}{(c+1)^4}\)
Per definition,
\[ \begin{split} f(x) &= \frac{ln(1+c)}{0!}(x-c)^0 + \frac{1}{(c+1)1!}(x-c)^1 - \frac{1}{(c+1)^2 2!}(x-c)^2 + \frac{2}{(c+1)^3 3!}(x-c)^3 - \frac{6}{(c+1)^4 4!}(x-c)^4 + ...\\ &= ln(1+c) + \frac{1}{(c+1)}(x-c) - \frac{1!}{(c+1)^2 2\times1!}(x-c)^2 + \frac{2!}{(c+1)^3 3\times2!}(x-c)^3 - \frac{3!}{(c+1)^4 4\times3!}(x-c)^4 + ...\\ &= ln(1+c) + \frac{1}{(c+1)}(x-c) - \frac{1}{2(c+1)^2}(x-c)^2 + \frac{1}{3(c+1)^3}(x-c)^3 - \frac{1}{4(c+1)^4}(x-c)^4 + ...\\ &= ln(1+c) + \sum\limits_{n=1}^{\infty} (-1)^{n+1}\frac{(x-c)^n}{n(c+1)^n} \end{split} \]
The Maclaurin Series of \(f(x)\), \(c=0\), \(f(x) = \sum\limits_{n=1}^{\infty} (-1)^{n+1}\frac{x^n}{n} = x - \frac{x^2}{2} + \frac{x^3}{3} - \frac{x^4}{4} + ...\).
Ratio Test:
\(\frac{a_{n+1}}{a_n} = \frac{(-1)^{n+1+1} x^{n+1}}{n+1}\times\frac{n}{(-1)^{n+1}x^n} = \frac{(-1)^{n+1}\times(-1)\times x \times x^n \times n}{(n+1)(-1)^{n+1}x^n} = \frac{-xn}{n+1}\)
\(L = \lim\limits_{n\to\infty}|\frac{-xn}{n+1}| = |x|\)
This series will only converge if \(L<1\) or \(|x|<1\), so then the valid range is \((-1, 1)\).
Question 4: Taylor series Expansion of \(f(x) = x^(1/2)\)
Solution 4
Find first several derivatives.
\(f(c) = c^{1/2} = \sqrt{x}\)
\(f'(c) = \frac{1}{2}c^{-1/2}\)
\(f''(c) = -\frac{1}{4}c^{-3/2}\)
\(f'''(c) = \frac{3}{8}c^{-5/2}\)
\(f''''(c) = -\frac{15}{16}c^{-7/2}\)
Put the derivative into the taylor series equation
\(x^{1/2} = \sum\limits_{n=0}^{\infty} f^n(c)\frac{(x-c)^n}{n!}\)
\(\sum\limits_{n=0}^{\infty} f^n(c)\frac{(x-c)^n}{n!} =\)
$$ \[\begin{split} f(c) &= \frac{c^{1/2}}{0!}(x-c)^0 + \frac{c^{-1/2}}{2*1!}(x-c)^1 - \frac{c^{-3/2}}{4 * 2!}(x-c)^2 + \frac{3c^{-5/2}}{8 * 3!}(x-c)^3 + \frac{15c^{-7/2}}{16 * 4!}(x-c)^4 + ... \\ &= c^{1/2} + \frac{c^{-1/2}}{2}(x-c) - \frac{c^{-3/2}}{8}(x-c)^2 + \frac{c^{-5/2}}{16}(x-c)^3 + \frac{c^{-7/2}}{128}(x-c)^4 + ... \\ &= \sum\limits_{n=0}^{\infty} \frac{c^{1/2 - n}}{2^{n}}(x-c)^n\\ f(c) &= \sum\limits_{n=0}^{\infty} \binom{1/2}{n}(x-c)^n\\ \end{split}\]$$
Taylor series of \(\sqrt{x}\) can be written as: \[f(c) = \sum\limits_{n=0}^{\infty} \binom{1/2}{n}(x-c)^n\]