Q1

Given that $A$ and $B$ are sets like so:

a)

Problem
Give an expression for the conditional probability $P(A|B)$

b)

Problem
Hence or otherwise derive Bayes' (first) rule for conditional probability: \[P(A|B) = P(B|A) \times \frac{P(A)}{P(B)}\]

c)

Problem
Prove that the symmetric difference $A\Delta B = (A - B) \cup (B - A)$ is the same as $(A\cup B) - (A\cap B)$.

Q2

Monty Hall Problem:

a

Problem
normal version

b

Problem
hard version

Q3

a

Problem
Prove that there are equally as many natural numbers as there are integers, i.e. that \(|\mathbb{Z}| = |\mathbb{N}|\).

b

Problem
Prove that there are equally as many integers as there are rational numbers, i.e. that \(|\mathbb{Q}| = |\mathbb{R}|\). maybe alpha lists:
  1. stuff
  2. more stuff
  3. trying stuff

c

Problem
Prove that the real numbers are uncountable; i.e. that \(|\mathbb{R}| \neq |\mathbb{N}|\).

Q4

a

Problem
What does the sequence \(1,\tfrac14,\tfrac19,\tfrac1{16},\ldots\) converge to? (If at all)

b

Problem
What does the sequence \(1,\tfrac12,\tfrac13,\tfrac1{14},\ldots\) converge to? (If at all)

Q5

Problem
Which is larger asymptotically as $n \rightarrow \infty$? \(2^n\) or \(n!\)? Give a proof by induction.

Q6

Problem
Rewrite this problem in terms of the Wolfe dual. Hence solve it.

Q7

Problem
pick a function spaces. use norms on it. see your analysis assignments.

Q8

a

Problem
4.3b, 4.4 find the eigenspaces

b

Problem
4.5, 4.6, determine diagonalisability.

Q9

Problem
MML: 6.1

Q10

Problem
MML: 6.11

Q11

Problem
State the Moment Generating Function (or pdf, not sure which is required for this) for the following distributions:
  1. Poisson
  2. Bernoulli
  3. Normal

Q12

Problem
Derive the mean and variance of the following distributions.
  1. Poisson
  2. Bernoulli
You may find the result from Q11 helpful.

Q13

Problem
Distance between an arbitrary point and hyperplane given by $wx + b = 0$

Q14

Problem
Optimisation steepest descent method. ask about the number of iterations.

Q15

a

Problem
Prove that
Proposition
\[|a| \leq b \iff -b \leq a \leq b\]
Proof

b

Problem
Prove that
Proposition
\[\forall a, b \in \mathbb{R}, \quad |a|\cdot |b| = |a\cdot b |\]
Proof

c

Problem
Complete the following
Proposition
Two real numbers, $a$ and $b$ are equal if and only if, for every $\epsilon > 0$, $|a-b| <\epsilon$.
Proof

Q16

Problem
Complete the following
Proposition
Let $\mathcal{A}\subseteq \mathbb{R}$ and $m\in \mathcal{A}$ be the minimum of $\mathcal{A}$, then $\inf \mathcal{A} = m$.
Proof

Q17

a

Problem
State and prove the Triangle Inequality
Proposition
Proof

b

Problem
Hence, or otherwise, state and prove Cauchy-Schwarz inequality.
Proposition
Proof

Q18

Problem
Complete the following
Proposition
Every $\epsilon$-ball in a metric space is open.
Proof

Q19

a

Problem
Define mathematically what it means for a set to be convex.

b

Problem
Determine if the following set is convex:

c

Problem
Hence, or otherwise, find the maxima of this function.

Q20

a

Problem
Give the definition of a Hilbert space
Definition (Hilbert Space)

b

Problem
not sure which problem to ask here

Q21

Problem
topology question. discrete, coarse, fine, etc.

Q22

Problem
convergence of a function

Q23

Problem
convergence of the central limit theorem.

Q24

Problem
What is the maximum straight-line distance in an N-dimensional hyper-cube?