Calculus
Calculus is the mathematical study of continuous change. It is a core prerequisite for actuarial mathematics, underpinning Probability Theory, financial mathematics, and life contingencies through differentiation, integration, and series analysis.
Limits and Continuity
A limit describes the value a function approaches as its input approaches a point.
\lim_{x \to a} f(x) = L
A function f is continuous at a if \lim_{x \to a} f(x) = f(a).
If \lim_{x \to a} f(x) = L and \lim_{x \to a} g(x) = M, where L and M are real numbers:
| Rule | Formula |
|---|---|
| Sum | \lim_{x \to a}[f(x) + g(x)] = L + M |
| Product | \lim_{x \to a}[f(x) \cdot g(x)] = L \cdot M |
L'Hôpital's Rule — if f and g are differentiable on an open interval containing a (except possibly at a) and \lim_{x \to a} \frac{f(x)}{g(x)} has the form \frac{0}{0} or \frac{\infty}{\infty}, then \lim_{x \to a} \frac{f(x)}{g(x)} = \lim_{x \to a} \frac{f'(x)}{g'(x)}, provided the limit on the right exists or is \pm\infty.
Differentiation
The derivative of f at x measures the instantaneous rate of change:
f'(x) = \lim_{h \to 0} \frac{f(x+h) - f(x)}{h}
| Rule | Formula |
|---|---|
| Power | (x^n)' = nx^{n-1} |
| Product | (fg)' = f'g + fg' |
| Quotient | \left(\dfrac{f}{g}\right)' = \dfrac{f'g - fg'}{g^2} |
| Chain | [f(g(x))]' = f'(g(x))\cdot g'(x) |
| Exponential | (e^x)' = e^x, \quad (a^x)' = a^x \ln a |
| Logarithm | (\ln x)' = \dfrac{1}{x} |
Partial derivatives treat all variables except one as constants. They appear when working with joint distributions in Probability Theory:
\frac{\partial f}{\partial x}(x,y) \quad \text{holds } y \text{ fixed}
Finding the Force of Mortality The survival function is
S(t) = e^{-\lambda t}. Find the force of mortality\mu(t) = -\dfrac{S'(t)}{S(t)}.Answer
S'(t) = -\lambda e^{-\lambda t}\mu(t) = -\frac{-\lambda e^{-\lambda t}}{e^{-\lambda t}} = \lambda
Integration
The definite integral gives the net signed area under f from a to b. If f is continuous on [a, b] and F is any antiderivative of f:
\int_a^b f(x)\,dx = F(b) - F(a)
\text{where } F'(x) = f(x)
This result is the Fundamental Theorem of Calculus.
| Technique | When to Use | Key Formula |
|---|---|---|
| Power Rule | Polynomial terms | \int x^n\,dx = \dfrac{x^{n+1}}{n+1} + C, n \neq -1 (for n = -1: \ln\lvert x \rvert + C) |
| Substitution | Composite functions | Let u = g(x), then du = g'(x)\,dx |
| Integration by Parts | Product of functions | \int u\,dv = uv - \int v\,du |
| Partial Fractions | Rational functions | Decompose denominator into linear and irreducible quadratic factors |
Improper integrals over [0,\infty) are essential for continuous distributions on an unbounded support:
\int_0^\infty f(x)\,dx = \lim_{b\to\infty}\int_0^b f(x)\,dx
Double integrals appear in joint distribution calculations:
P(X \leq a,\, Y \leq b) = \int_{-\infty}^a \int_{-\infty}^b f(x,y)\,dy\,dx
Expected Value of the Exponential Distribution Let
X \sim \text{Exp}(\lambda)withf(x) = \lambda e^{-\lambda x},x > 0. FindE[X].Answer Using integration by parts with
u = xanddv = \lambda e^{-\lambda x}\,dx:E[X] = \int_0^\infty x\lambda e^{-\lambda x}\,dx = \left[-xe^{-\lambda x}\right]_0^\infty + \int_0^\infty e^{-\lambda x}\,dx = 0 + \frac{1}{\lambda} = \frac{1}{\lambda}
Series
A series is the sum of the terms of a sequence. Two families appear constantly in actuarial work.
Geometric Series — forms the basis of present-value annuity formulas:
\sum_{k=0}^{\infty} r^k = \frac{1}{1-r}, \quad |r| < 1
Taylor / Maclaurin Series — approximates a function as an infinite polynomial near a = 0:
f(x) = \sum_{n=0}^{\infty} \frac{f^{(n)}(0)}{n!}\,x^n
| Function | Maclaurin Series |
|---|---|
e^x |
\displaystyle\sum_{n=0}^{\infty} \frac{x^n}{n!} |
\ln(1+x) |
\displaystyle\sum_{n=1}^{\infty} \frac{(-1)^{n+1}x^n}{n}, \quad -1 < x \leq 1 |
(1+x)^k |
\displaystyle\sum_{n=0}^{\infty} \binom{k}{n} x^n, \quad \lvert x \rvert < 1 |
Geometric Series: Present Value of a Perpetuity An annuity pays $
1at the end of each year forever at effective annual ratei. Find the present value.Answer Let
v = \dfrac{1}{1+i}. The present value is:PV = v + v^2 + v^3 + \cdots = \sum_{k=1}^{\infty} v^k = \frac{v}{1-v} = \frac{1}{i}