Week 11
Modelling Uncertainty: Combinatorics
Business
The start of the week email. No need to reread it if you received it. It's just linked here in case anyone accidentally deleted it (it's happened before 🥺).
⦿ Monday. Essential combinatorics
- For us combinatorics means three things, one principle and two formulas: the Multiplication Principle, and the formulas for Permutations and Combinations.
- The multiplication principle Pencast 9:06| PDF
- For two independent events A and B that can occur in m and n ways respectively, the total number of ways A⋂B can occur is m×n.
- Password combinatorics Pencast 11:19| PDF
- Why you should use long passwords drawn from large sets of characters, and four-digit PIN codes are an abomination.
- Lineups and partial lineups: Permutations Pencast 12:02| PDF
- Permutations count the number of ways r items chosen from n items can be ordered.
- Committees and subsets: Combinations Pencast 7:22| PDF
- Combinations count the number of subsets of r things that can be selected from n things.
- Combinatorics: Formula sheet PDF
- The week's formulas summarized.
- Example: Whitehorse vs "the communities" Pencast 10:09 | PDF
- Is Whitehorse dominating committee memberships? What are the chances that it's a coincidence?
- Example: Playing the lottery Pencast 14:04| PDF
- What are our chances of winning at Lotto Max?
- Example: Eating pizza Pencast 14:31| PDF
- How many Dominos pizzas are possible?
Exercises
If you're comfortable with the topics above you're ready to work on:
Supplementary resources:
§3.5 in Chapter 3 of College Mathematics for Everyday life by Inigo, Jameson, Kozak, Lanzetta, and Sonier covers combinatorics.
⦿ Wednesday. Distributions of outcomes
- Quincunx? Screencast 4:39
- The ubiquitous bell curve/Gaussian distributon/normal curve (when you're ubiquitous you get named multiple times!) can arise from the sum of many individual random events. You can play with the Quincunx simulation yourself, or watch a video of an actual physical quincunx.
- Quincunx! Pencast 16:14| PDF
- Calculating Quincunx outcomes manually using Pascal's Triangle, and formulaically using combinations.
- Back to coin flipping, and probability Pencast 13:32| PDF
- Calculating probabilities of many, many tree paths, e.g. the probability of getting 7 heads in 10 tosses of a coin. This turns out to be a useful model for many, many phenomena.
- Bernoulli trials and binomial distributions Pencast 10:16| PDF
- If the Quincunx and coin flipping are the same, then of course mathematicians formalized and named their commonalities.
Exercises
If you're comfortable with the topics above you're ready to work on:
Supplementary resources:
The Math is Fun folks who provide the simulator have a good discussion of the Quincunx.
In College
Mathematics for Everyday life by Inigo, Jameson, Kozak, Lanzetta, and Sonier
§4.3
covers the binomial distribution.
⦿ Friday. Case study: Mark-recapture
- Mark and recapture Pencast 21:36| PDF
- We can rarely go and count all the individuals in an animal population. Instead we have to take a sample and infer the population from the sample. Mark-recapture is a common way of doing this.
Exercises
If you're comfortable with the topics above you're ready to work on:
- Exercise Set 11 Part 3: Mark-recapture likelihood via Excel Problems.
Supplementary resources:
I used the simplest possible mark-recapture model and formula here. Given its centrality to wildlife population management extensive work has been done on mark-recapture strategies and modelling. If you want to know more about Mark-Recapture techniques Chapter 2 Estimating Abundance and Density: Mark-Recapture Techniques in Ecological Methodology 3ed by C.J. Krebs is one well-written resource that is available online.
Assignment
Assignment 10 is posted. Due by 1 pm Friday March 22. Note that the problems are worth different numbers of marks. Use your time wisely.
- You can hand in work done by hand to me in class or in dropbox A19.
- Excel or other binary files should be sent as file attachments to an email message.
- Google sheets can be submitted by sharing a link to them.
- Work done in Desmos can be submitted by sharing a link to your saved graph.
Name the file you submit A10_firstname.pdf, e.g.
A10_Tim.pdf
If you have to submit multiple files, add a suffix number to each, e.g.
A10_Tim_1.pdf
A10_Tim_2.pdf