A machine or operator that takes an input (denoted x), does something to that input, and produces an output (denoted f(x))
Variable x
The most commonly used input into a function
Notation f
The function's name
Functions are quite useful in describing a quantity in terms of other quantities
The distance covered by a moving car depends on the speed of the car and the time it has traveled
Relation
A non-empty subset of the Cartesian product X x Y
Function f from X to Y
A relation from X to Y such that every x in X is associated with exactly one element y in Y
The domain of f is X and the co-domain is Y
Linear functions
Have the form y = ax + b
Exponential functions
Have the form y = b^x, where b > 0 and b ≠ 1
Exponential functions grow much faster than linear functions as x becomes large
Many quantities grow exponentially, such as populations
Deterministic model
Behavior is an inevitable consequence of antecedent sufficient causes, so the output is fully determined by the parameter values and initial conditions
Probabilistic/Stochastic model
Behavior has different chances of occurrence, possessing some inherent randomness, so the same parameter values and initial conditions will lead to an ensemble of different outputs
Deterministic or Stochastic?
Stock market
Patient's EKG, EEG, blood pressure or temperature
Rolling a pair of dice
Calculating your savings account balance
Typhoons
Calculus is the branch of mathematics that studies continuous change, which can be observed in the behaviour of functions
Deterministic model
Behavior is an inevitable consequence of antecedent sufficient causes, output is fully determined by the parameter values and the initial conditions
Probabilistic or stochastic model
Behavior has the property of different chances of occurrence, possesses some inherent randomness, the same set of parameter values and initial conditions will lead to an ensemble of different outputs
Physical phenomena can often be modelled by functions or a set of function that describe various states of the function at a given time
The main ideas of the calculus took a long time to be developed, the ancient Greeks studied problems that today are routinely solved using calculus
Method of Exhaustion
Inscribe polygons of increasing number of sides, starting with a square, then a pentagon, then a hexagon, and so on, each succeeding figure would have an area that is closer to the actual area of the circle, taking the limit as n approaches infinity
Differential calculus
Concerned with the study of the rates at which quantities change
Derivative of a function
Describes the rate of change of the function near a chosen input value, the slope of the tangent line to the graph of the function at that point
Differentiation is the reverse process to integration, as stated by the Fundamental Theorem of Calculus
Differentiation has applications to nearly all quantitative disciplines, such as physics, chemistry, and more
Derivatives are frequently used to find the maxima and minima of a function, and equations involving derivatives are called differential equations and are fundamental in describing natural phenomena
Speed Camera System
Cameras installed on bridges above traffic lanes, in two different locations along a roadway, each camera automatically captures an image of the vehicle and a computer identifies and recognizes the license plate of the passing vehicle, the pair of images taken of a single vehicle are matched by the license plate and speed is calculated