Tuesday, June 22, 2010
Friday, June 11, 2010
Wednesday, May 19, 2010
Lecture 4: Normal distribution
- Recall that if when n is large, and np is smaller than 5, we can approximate X to Poisson distribution with mean np, i.e. X~Po(np)
- If n is large, np is larger than 5 and n(1-p) is also larger than 5, we can approximate X to Normal distribution with mean np and variance np(1-p), i.e. X~N(np, np(1-p)
Tuesday, May 18, 2010
Lecture 3: Normal distribution
- All the random variables must be independent.
- When two random variables are added or subtracted, their variance are always added.
- When a random variable is multiplied by a constant, say, a, the variance is multiplied by a^2.
- You can only add or multiply the variance, NOT the standard deviation.
Thursday, May 13, 2010
Lecture 2: Normal distribution
- Standard Normal distribution is the normal distribution with mean 0 and variance 1.
- We can change any normal distribution to standard normal distribution. \[X\sim N(\mu ,\sigma ^{2}) \], \[\frac{X-\mu}{\sigma}\sim N(0,1)\]
Monday, May 10, 2010
Binomial and Poisson distribution Lecture 5+ Normal distribution Lecture 1
- Continuous random variable
- Important result for Expectation and variance
- Normal distribution \[X\sim N(\mu, \sigma ^{2})\]
Thursday, May 6, 2010
Lecture 4:Binomial and Poisson distribution
- Similar to Binomial distribution, the Poisson distribution has probabilities that increase to a certain level and decrease subsequently.
- Use G.C. to find the probabilities for each value of X and look for the one with highest probability.
- The mode is usually near the expectation.
- If X~Po(a) and Y~Po(b) , where X and Y are independent, then
Tuesday, April 27, 2010
Lecture 3:Binomial and Poisson distribution
- The rate of occurance is constant throughout the given time interval or given space.
- The event happens singly and randomly and it is rare event.
- The probability of two events happening at the same time is negligible.
- The events happening in different time intervals or space are independent.
- The p.d.f. of Poisson distribution is \[P(X=r)=\frac{e^{-\lambda}\lambda^{r}}{r!}\] where r=0,1,2,3,... (up to infinity)
- Expectation and variance: \[E(X)=\lambda\] \[Var(X)=\lambda\]
Thursday, April 22, 2010
Lecture 2: Binomial & Poisson Distribution
- define the random variable first
- check that it does follow Binomial distribution
- find out what is the value of n (no. of trials) and p (probability of success)
- understand what the question is asking about and use G.C. to solve the problem
Challenging question: For a game, you have a probability of 0.5 to win 2 dollars, 0.4 chances to win 3 dollars and 0.1 chances to win 10 dollars. If you need to pay 3.5 dollars to play the game, would you want to play?
Tuesday, April 20, 2010
Lecture 1: Binomial & Poisson Distribution
- There are n independent trials. (Independence means that the outcome of any trials will not affect the outcome of rest of the trials. )
- For each trial, there are two possible outcomes, one success and one failure.
- The probability of success is constant in each trial.
Monday, April 19, 2010
Lecture 3: probability
- Mutually exclusive events mean that they can never happen together.
- Independent events means that the happening of one event will not affect the probability of the other happening.
- Mutually exclusive events are NOT independent because if one event happens, the probability of the other happening drops to zero! (It does affect the probability of the other event happening.)
- It is very difficult to judge whether two events are independent based on your intuition. Please use the definition of independent events P( A intersect B) =P(A)P(B) to check whether two events are independent.
- Tree diagrams are useful if
Wednesday, April 14, 2010
Lecture 1&2: Probability
- Definition: P(A|B)=P(A intersect B)/P(B)
- To calculate conditional probability, please make use of the definition rather than depending on your intuition. Your intuition is not always correct!
- identity and define the events first
- change all the statements in terms of probability
- summarize the information in the question before you start to do the question
Thursday, April 8, 2010
Probability: Interesting Puzzle
Thursday, April 1, 2010
Permutations and Combinations: Lecture 2
1. Notation of combinations and what does it mean?
If you choose r objects from n distinct objects disregard of the order of choosing, the no. of combination is represented by \[_{}^{n}\textrm{C}_{r}\]
Do you realise that combination notation is also used in binomial expansion? Why is it so?
2. Relationship between permutation and combination
\[_{}^{n}\textrm{P}_{r}={}^{n}\textrm{C}_{r}\times r!\]
Permutation means that the order of choosing is important while for combination the order is not important. Hence, the no. of ways of permutation with r objects chosen from n distinct objects is equivalent of the no. of ways of choosing r objects disregard of the order multiply by the no. of ways to arrange the r objects in order.
After this lecture, you can do tutorial 12.
Tuesday, March 30, 2010
Permutations and Combinations: Lecture 1
- the addition and multiplication principle
- permutations
- permutation with distinct objects
- permutation with identical objects
- permutation allowing repetition
- circular permutation
The addition and multiplication principle
- The addition principle is used in the case that you have a few different ways to complete a task.
- The multiplication principle is used in the case that you have different stages in a task and you have a few ways to complete each stage.
Permutation with distinct objects
- When you choose r objects from n distinct projects (the order of choosing matters), the no. of ways that you can do so is \[_{}^{n}\textrm{P}_{r}\]
In the another way, we can use the multiplication principle. To choose the first object, we have n choices , i.e. n no. of ways. To choose the second object, we are left with (n-1) choices, i.e. (n -1) ways. Hence, the no. of ways to choose r objects is n(n-1)(n-2)...(n-r+1)
- In the GC, you can find "nPr" in MATH -> PRB
Permutation with identical objects
- If we are to arrange r objects with r1 of type 1, r2 of type 2,... and rn of type n, where r1+r2+...rn=r, the no. of ways is given by r!/(r1!r2!...rn!)
- The rationale behind this formula:
r! is the no. of ways to arrange the objects if all of the objects are different. If some of them are identical, we actually overcount the no. of ways by a factor, which is the no. of ways we can arrange those identical objects.
Permutation allowing repetition
- If we choose r objects taken from n distinct objects in order, and each object can be used more than once, the no. of ways to do so is \[n^{r}\], since each time when we choose an object, we have n choices.
Circular permutation
- The no. of ways to arrange n distinct objects in a circle is (n-1)!
- The rationale behind the formula:
First of all, we can consider the permutation of n distinct objects, which is n!. However, when we arrange them in a circle, we found that some of the arrangement becomes identical. In fact, since we only care about the order in the clockwise manner and ignore the starting position, every identical arrange is repeated n times. Hence, in the end, the no. of different arrangement is n!/n, which is (n-1)!
Remark: circular permutation with identical objects do not have a general formula. You might want to think about the reason.
Monday, March 8, 2010
Differential Equation: Lecture 4
In today's lecture, we learnt more about the application of DE in real-life.
1. Radioactive decay (You need to understand the term "half life", which means the time taken for the material to distintegrate into half of its original amount. )
2. Newton's law of cooling (The rate of decreasing of a object's temperature is directly proportional to the temperature difference between the object and the surrounding. )
3. Change of volume with time.
For this type of questions, you can follow the steps below to solve the problem.
- Look for key phrases that gives you the differential equation, which is usually a statement on the "rate of increase/decrease".
- Form the DE and solve it to have a general solution. (A solution might have one or two unknown constants.)
-Look for other data given in the questions. Use these data to solve for the unknown constants in the previous step.
By now we have finished the chapter DE, you can attempt all the tutorial questions.
Thursday, March 4, 2010
Differential Equation: Lecture 3
1. What is the family of curves?
2. How to model a question using DE and solve the problem?
1. Family of curves
The general solution of a DE can be represented by a set of curves graphically ( one curve for each value of the arbitrary constant). This set of curve is called the family of solution curves of the DE.
A particular solution of the DE corresponds to one specific curve in the family.
When you are asked to sketch the family of curves, you usually choose C=-1, 0 and 1 unless otherwise specified by the question.
Please use G.C. to help you in the sketching!!!
2. Modelling using DE
DE can be used to model a lot of real-life problems including physical phenomenon, process, human behaviours and population growth.
To model a problem with DE, follow the steps below.
Step 1: look for phrases like " the rate of increasing/decreasing of ... is proportional to ..." or ".... is increasing/decreasing at the rate proportional to... "
These phrases give you the Differential Equation.
Step 2: Solve the DE, usually by direct integration. The solution usually has some unknown constants.
Step 3: Use the given data in the question to find out the unknown constants.
After lecture 3, you will be able to do the whole tut11b if you are good at modelling. However you might wanna attempt Q1, 2, 3 , 6 first since they are similar to what we have gone through in the lecture.
Differential Equation: Lecture 2
1. How to solve a second order DE in the form of \[\frac{\mathrm{d^2}y }{\mathrm{d} x^2}=f(x)\]
2. How to use substitution to solve a first order DE that cannot be solved by direct integration.
1. How to solve a second order DE
Step 1: integrate both sides once to get a first order DE (the first order DE obtained will have one arbitrary constant.)
Step 2: integrate again to get the general solution. (the general solution will have 2 arbitrary constant.)
2. How to use substitution to solve a first order DE that cannot be solved by direct integration.
Step 1: differentiate the given formula for substitution. (e.g. z=1/y)
Step 2: replace the dy/dx in the original DE by dz/dx
Step 3: observe whether there are still y in the DE, replace the y using substition or other methods.
The final DE should be in term of x and z and should be solvable by direct integration.
Step 4: solve the DE to obtain a relation between x and z.
Step 5: replace z by y using the substition given in the question.
After lecture 2, you can do the whole tutorial 11a.
Wednesday, February 24, 2010
Differential Equations: Lecture 1
The term differential equation was coined by Leibniz in 1676 for a relationship between the two differentials dx and dy for the two variables x and y.
A differential equation is an equation which involves an unknown function (e.g. y) and some of its derivatives. Solving a differential equation (DE) is to find a relation between the variables, say y and x, that satisfies the DE.
In today's lecture, we have learnt the followings:
1. Terminology: what is the order and degree of a differential equation?
2. How to solve the following two types of DEs?
- \[\frac{\mathrm{d} y}{\mathrm{d} x}=f(x)\]
- \[\frac{\mathrm{d} y}{\mathrm{d} x}=f(y)\]
Tuesday, February 23, 2010
Complex numbers: Lecture 7
Remember the description of such locus:
Let A and P be the points in the Argand diagram representing a and z respectively,
The locus is the half-line from A (excluding A) that makes an angle theta with the positive real axis.
Wednesday, February 17, 2010
Complex numbers: Lecture 6
1. Geometrical interpretation of multiplication/division of complex numbers
2. Loci in the form of |z-a|=r
3. Loci in the form of |z-a|=|z-b|
1. Geometrical interpretation of multiplication/division of complex numbers
- Multiplying a complex number z by i is equivalent of rotating z anti-clockwise about the origin by pi/2
- Multiplying a complex number z by -1 is equivalent of rotating z anti-clockwise about the origin by pi
- In general, multiplying a complex number z by another complex number with modulus k and argument x is equivalent of rotating z anti-clockwise about the origin by x and scale z by a factor of k.
2. Loci in the form of |z-a|=r
- Locus of |z-a|=r means the collection of all points that satisfy the equation, i.e. all the points whose distance to complex number a is r.
- Points with fixed distance to a given point a forms a circle with center at a and radius r.
- If the equation is changed to an inequality |z-a|>r or |z-a|< r, it means all the points whose distance to a is greater or smaller than r, which is the region outside or the interior region of the circle.
3. Loci in the form of |z-a|=|z-b|
- Locus of |z-a|=|z-b| means the collection of all points that satisfy the equation, i.e. all the points whose distances to a and b are equal.
- Points with equal distances to two fixed points a and b forms the perpendicular bisector of the line ab.
- If the equation is changed to an inequality |z-a|<|z-b|,it means all the points whose distance to a is smaller than the distance to b, which is the region on one side of the perpendicular bisector that is closer to a.
- If the equation is changed to an inequality |z-a|>|z-b|, it means all the points whose distance to a is greater than the distance to b, which is the region on one side of the perpendicular bisector that is closer to b.
Remark: when you draw the loci of an inequality, take note of whether the equal sign is included. If the circle or the perpendicular bisector itself are not included, you have to use dotted line.
After today's lecture, you can do the whole tutorial 10b and Q1,2, 4, 6, 8 and 9 in tutorial 10c.
Thursday, February 11, 2010
Complex Numbers: Lecture 5
1. Exponential form of a complex number
2. De Moivre's Theorem
Exponential form
You have already learnt the polar form of a complex number, i.e. \[z=r(cos\theta+i sin\theta)\]
By using the Euler's Equation: \[e^{i\theta}=cos\theta+i sin\theta\]
We can change polar form to exponential form \[z=re^{i\theta}\]
The laws of exponents for real numbers still hold for complex numbers. Hence, when complex numbers are written in exponential form, it is comparatively easy to do the computation.
De Moivre's Theorem
Basically De Moivre's Theorem tells us that \[(cos\theta+i sin\theta)^{n}=cos n\theta+i sin n\theta\] for all n being rational numbers.
It is directly derived from the exponential form of complex numbers.
De Moivre's Theorem is very useful in terms of simplifying trigonometric calculation.
After today's lecture, you can do all the questions in tutorial 10b except Q13.
Tuesday, February 9, 2010
Complex Numbers: Lecture 4
1. How to make use of the property of modulus and argument
2. the polar form of complex numbers.
In general, the property of argument is similar to the laws of logarithms. The properties are very important. Make sure that you are familiar with them and do not get confused between the properties of modulus and argument.
For the polar form of complex number, \[z=r(sin\theta+icos\theta)\], where r is the modulus (distance from z to the origin in argand diagram) and \[\theta\] is the argument (angle between the complex number and the positive x-axis in argand diagram)
Given the polar form, you can get the cartesian form easily by calculating \[sin\theta\] and \[cos\theta\].
Given the cartesian form, if you want to get the polar form, find the modulus and the argument first.
After this lecture, you can attempt tutorial 10b Q1, Q3, Q5, Q6, Q7 and Q13
Wednesday, February 3, 2010
Complex Numbers: Lecture 3
1. Moduli
- Modulus of a complex number z, denoted by z, represents the distance between z and origin in the argand diagram. Hence, we have
- |z| is non-negative
- |z|=0 if and only if z=0
- z1-z2 or z2-z1 represents the distance between z1 and z2 in the argand diagram.
2. Argument
- If z is represented by point P in the argand diagram, argument of z is the angle between OP and the positive real axis.
- The principal argument of z is in the interval (-pi, pi]. Take note that -pi is not included by pi is included! (why not include both?)
- To find the argument of z=x+yi
- find the basic angle using \[tan^{-1}\frac{y}{x}\]
(If you don't know what basic angle is, please revise your secondary school work.)
- determine which quadrant z lies in and use the basic angle to get the argument
3. Properties of argument and modulus
- Properties of argument is similar to the properties of logarithm. This is not by coincidence. After you learnt the exponential form of complex numbers, you will know the reason.
After today's lecture, you can attempt Q1 and Q3 in tutorial 10b.
Monday, February 1, 2010
Complex Numbers: Lecture 2
1. Complex conjugates
- If z=x+yi, then its conjugate is x-yi, denoted by z*.
- z and z* are reflections along the x-axis.
- \[ \left |z|\right =\sqrt{x^{2}+y^{2}}\], where z is called the modulus of z. (You can think of z as a vector in the argand diagram. Do you still remember the modulus of a vector?)
- \[ zz^{*}=z^{2} \]
The seven properties of the complex conjugates are very important. Please make use that you learn them by heart.
2. Division of complex numbers
- to calculate z1/z2, multiply it by z2*/z2* ( similar to how you rationalize the denominator when it is surds)
- While you are doing the computation, always remind yourself that \[i^{2}=-1\]
3. Polynomial equations with real coefficients.
- For a polynomial equations with real coefficients, if z is a root, then z* is also a root.
If you want to know more about this theorem, you can refer to http://en.wikipedia.org/wiki/Complex_conjugate_root_theorem
By now you should be able to do the whole tutorial 10a.
Wednesday, January 27, 2010
Complex Numbers: Lecture 1
- \[i^{2}=-1\]
- Real number is a subset of complex number.
- The representation of a complex number, z=x+yi is known as the cartesian form.
- Learn how to add, subtract and multiply two complex numbers
- Learn how to find the square root of a complex number.
Argand diagram
- We use the number line to represent real number, which is one dimensional. We use a plane to represent complex numbers, which has both real and imaginary part and hence two dimensional.
- Every complex number corresponds to a point on the plane and hence correspond to the position vector of that point.
Complex Numbers: Why do we need them?
Part 1
http://www.youtube.com/watch?v=BDIv7r-X2kk
Part 2
http://www.youtube.com/watch?v=rBOzwh5-iGc&feature=related
Monday, January 25, 2010
Functions: Lecture 3
1. A set of values (Domain of f, apples in the diagram) are imput in the the f function box and the output will be the range of f.
2. The output from f (the lemon in the diagram) is again input into the g funtion box and the outcome will the range of this composite function gf.
3. Imagine that if some of the lemons out from f are too big to fit into g, then the composite machine will fail. Hence, we say that the range of f must be a subset of (including equal to) the domain of g for the composite function to exist.
Hence for composite function, there are a few points to take note of :
- The domain of gf is the domain of f.
- For gf to exist, range of f must be a subset of (including equal to) the domain of g.
- If gf does not exist, in order to make it exist, we have to narrow down the range of f (so as to make it a subset (or equal to) of the domain of g), and hence we need to narrow down the domain of f.
- The largest possible range of f that we can take is equal to the domain of g. Based on this largest possible range of f, we can find the corresponding largest possible domain of f.
Remark: Graph will be very useful in terms of finding range and domain!
Now you can do all the tutorial questions.
Wednesday, January 20, 2010
Functions: Lecture 2
- A function is one-to-one if no two elements in X are mapped to the same values.
- You can use a horizontal line test to check whether a function is one-to-one.
Inverse Function
- A function has inverse if and only if it is one-to-one. (Why?)
- The domain of function f is the range of its inverse. The range of function f is the domain of its inverse. (Why?)
- The graph of a function and its inverse are the reflections of each other along the line y=x (Why?)
- To find the value for which \[f(x)=f^{-1}(x)\], you need to find the intersection between the graph y=f(x) and y=x using G.C. (Why?)
Inverse Trigonometry Functions
- To ensure sin, cosine and tangent functions have inverse, we have to define principle range (restrict their domains)
- Principal range of sin inverse is [ -pi/2, pi/2]
- Principal range of cos inverse is [0, pi]
- Principal range of tan inverse is [-pi/2, pi/2]
G.C.
When you plot the graph of a function in G.C., do you know how to input the domain like (-1,1)
Ans: You input x>-1 and x<1>"and" can be found in 2nd -> Math -> Logic
Tutorial Questions to attempt
You can attend Q2 to Q5 after today's lecture.
Monday, January 18, 2010
Function: Lecture 1
1. What is a function?
- Can you give a definition?
- Given a graph or an expression, do you know how to check whether it is a function?
- How do you know whether two functions are identical?
3. What is a restriction of a function?
4. What is maximal domain and how to find out the maximal domain given the function?
Some learning points in this lecture
Notations:
[a, b] This is usually called a closed interval since both the end points a and b are included in the range.
(a, b) This is usually called an open interval since both the end points a and b are NOT included in the range.
[a, b) and (a, b] These two are called half-open-half-closed intervals.
Remark: If one end of the interval goes to infinity (either positive or negative), that end is always denoted with the open bracket ")" or "("
\[D_{f}\] denotes the domain of function f
\[R_{f}\] denotes the range of function f
Concepts
1. A function maps one element in X to one and ONLY one element in Y. But two different elements in X are allowed to be mapped to the same element in Y.
(Think about this point carefully! Can you give an example of the functions that map two different values of X to the same value of Y?)
2. Based on point 1, we can have vertical line test to check whether a graph is a function.
- If any vertical line cut the graph at only one point, it is a function. (one value of X to only one value of Y)
- If there exists a vertical line cutting the graph at more than one point, it is not a function. (one value of X to many values of Y)
3. Two functions are the same if and only if they have both the same rule and domain.
4. If the domain of a function is not specified, it is taken to be the maximal domain for which the function is defined, i.e. x takes whatever values that it is allowed to take.
G.C Skills
How to graph a function with the domain?
Remark: You have to take note of the END POINT in the graph to see whether it is included. The range can be read from the graph.
Tutorial question to attepmt
You can attempt Tutorial Q1 after today's lecture.Friday, January 15, 2010
An Interesting function
\[f(x)=\left\{\begin{matrix}1 & \mbox{if x is rational}\\ 0 & \mbox{if x is irrational}\end{matrix}\right.\]
If you want to draw a graph of the function, remember that
1. Between every pair of irrational numbers, there is a rational number.
2. Between every pair of rational numbers, there is a irrational number.
Have you thought of how to integrate such a function? Does it have an area between the graph and the x-axis?
The answer to the question reveals a very important relationship between the rational and irrational numbers.
Wednesday, January 6, 2010
Let's start the MATH journey 2010!
Hi all,