Taylor Series
What is Taylor Series???
Taylor Series in simple terms, is a way of finding the value of a function at any point. To calculate and formulate the answer, all we need is the function value at a single point and the values of all its derivatives at that point. The general expression for Taylor Series is expressed as follows.
f(x) = \sum_{k = 0}^{\infty}\frac{1}{k!}(x - a)^kf^k(a)
The above expression is the series representation of infinite terms. There is an alternative way of expressing the Taylor Series in finite terms. It is as follows f(x) = \sum_{k = 0}^{n}\frac{1}{k!}(x - a)^kf^k(a) + \frac{1}{(n+1)!}(x-a)^{(n+1)}f^{(n+1)}(\sigma)
f(x) = \sum_{k = 0}^{\infty}\frac{1}{k!}(x - a)^kf^k(a)
Note that we need to know what the function values are at f(a), f'(a), f''(a), ...
The above expression is the series representation of infinite terms. There is an alternative way of expressing the Taylor Series in finite terms. It is as follows f(x) = \sum_{k = 0}^{n}\frac{1}{k!}(x - a)^kf^k(a) + \frac{1}{(n+1)!}(x-a)^{(n+1)}f^{(n+1)}(\sigma)
The last term is known as the error term and \sigma \in [x, a]
Use in exercises
Let's look at how this works when we have the required stuff to calculate the value of a function at any point. Let's say we have a function given to us in a form of a differential equation. The function is \frac{df(x)}{dx} = 2(f(x))^3 + 1. And they have given the value of this function at f(0) = 2. Note that that is all we need to calculate the function value at any point. Let's try to find f(0.5) from a second order polynomial.
We can write the third order polynomial as follows f(x) = \sum_{k = 0}^{1}\frac{1}{k!}(x - a)^kf^k(a) + \frac{1}{(2)!}(x-a)^{(2)}f^{(2)}(\sigma)
So f(0.5) will be 61.5
We can write the third order polynomial as follows f(x) = \sum_{k = 0}^{1}\frac{1}{k!}(x - a)^kf^k(a) + \frac{1}{(2)!}(x-a)^{(2)}f^{(2)}(\sigma)
Comparing the known values, we know that a = 0. Now let's try to derive the derivatives at point 0.
\begin{align}
f(0) &\ {= 2}\\
f'(0) &\ {= \frac{df(0)}{dx}}\\
&\ {= 2(2)^3 + 1}\\
&\ {= 17}\\
f''(0)&\ {= \frac{d^2f(0)}{dx^2}}\\
&\ {= 2\times3(f(0))^2\times f'(0)}\\
&\ {= 2\times3(2)^2\times 17}\\
&\ {= 408}\\
\end{align}
Now the Taylor Series expansion is as follows
f(x) = f(0) + (x-0)f'(0) + \frac{1}{2}(x-0)^2f''(0)
Substituting known values and simplifying
f(x) = 2 + (x)(17) + \frac{1}{2}(x)^2(408)
This yields f(x) = 204x^2 + 17x + 2
So f(0.5) will be 61.5
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