auto-update(nvim): 2025-01-06 17:45:05
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2 changed files with 65 additions and 30 deletions
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@ -1,5 +1,5 @@
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#import "@preview/ctheorems:1.1.2": *
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#import "@preview/showybox:2.0.1": showybox
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#import "@preview/ctheorems:1.1.3": *
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#import "@preview/showybox:2.0.3": showybox
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#let colors = (
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rgb("#9E9E9E"),
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@ -257,27 +257,33 @@
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shadow: (offset: (x: 2pt, y: 2pt), color: luma(70%)),
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)
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#let problem = problem-style("problem", "Problem")
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#let exercise = problem-style("item", "Exercise")
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#let problem = exercise
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#let theorem-style = builder-thmbox(
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color: colors.at(6),
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shadow: (offset: (x: 3pt, y: 3pt), color: luma(70%)),
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)
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#let theorem = theorem-style("theorem", "Theorem")
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#let lemma = theorem-style("lemma", "Lemma")
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#let corollary = theorem-style("corollary", "Corollary")
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#let example-style = builder-thmbox(
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color: colors.at(16),
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shadow: (offset: (x: 3pt, y: 3pt), color: luma(70%)),
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)
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#let theorem = theorem-style("item", "Theorem")
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#let lemma = theorem-style("item", "Lemma")
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#let corollary = theorem-style("item", "Corollary")
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#let definition-style = builder-thmline(color: colors.at(8))
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#let definition = definition-style("definition", "Definition")
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#let proposition = definition-style("proposition", "Proposition")
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#let remark = definition-style("remark", "Remark")
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#let observation = definition-style("observation", "Observation")
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// #let definition = definition-style("definition", "Definition")
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#let proposition = definition-style("item", "Proposition")
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#let remark = definition-style("item", "Remark")
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#let observation = definition-style("item", "Observation")
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#let example-style = builder-thmline(color: colors.at(16))
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// #let example-style = builder-thmline(color: colors.at(16))
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#let example = example-style("example", "Example").with(numbering: none)
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#let example = example-style("item", "Example").with(numbering: none)
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#let proof(body, name: none) = {
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thmtitle[Proof]
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h(1fr)
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$square$
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}
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#let fact = thmplain(
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"item",
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"Fact",
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titlefmt: strong,
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separator: ".",
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inset: 0pt,
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)
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#let abuse = thmplain(
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"item",
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"Abuse of Notation",
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titlefmt: strong,
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separator: ".",
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inset: 0pt,
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)
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#let definition = thmplain(
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"item",
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"Definition",
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titlefmt: strong,
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separator: ".",
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inset: 0pt,
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)
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#import "./dvd.typ": *
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#import "@preview/ctheorems:1.1.3": *
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#show: dvdtyp.with(
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title: "Probability and Statistics",
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title: "PSTAT120A Course Notes",
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author: "Youwen Wu",
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date: "Winter 2024",
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subtitle: "Taught by Brian Wainwright",
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)
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#outline()
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== Preliminaries
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#definition("Statistics")[
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The science dealing with the collection, summarization, analysis, and
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interpretation of data.
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#definition[
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Statistics is the science dealing with the collection, summarization,
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analysis, and interpretation of data.
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]
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== Set theory for dummies
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A terse introduction to elementary set theory and the basic operations upon
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them.
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#definition[Set][
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A collection of elements.
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#definition[
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A Set is a collection of elements.
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]
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#example[Examples of sets][
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We also have notation for working with sets:
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With arbitrary sets $A$, $B$, $Omega$:
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With arbitrary sets $A$, $B$:
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+ $a in A$ ($a$ is a member of the set $A$)
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+ $a in.not A$ ($a$ is not a member of the set $A$)
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+ $A subset.eq Omega$ (Set theory: $A$ is a subset of $Omega$) (Stats: $A$ is a sample space in $Omega$)
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+ $A subset Omega$ (Proper subset: $A != Omega$)
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+ $A subset.eq B$ (Set theory: $A$ is a subset of $B$) (Stats: $A$ is a sample space in $B$)
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+ $A subset B$ (Proper subset: $A != B$)
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+ $A^c$ or $A'$ (read "complement of $A$")
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+ $A union B$ (Union of $A$ and $B$. Gives a set with both the elements of $A$ and $B$)
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+ $A sect B$ (Intersection of $A$ and $B$. Gives a set consisting of the elements in *both* $A$ and $B$)
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We can also write a few of these operations precisely as set comprehensions.
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+ $A subset Omega => A = {a | a in Omega, forall a in A}$
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+ $A subset B => A = {a | a in B, forall a in A}$
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+ $A union B = {x | x in A or x in B}$ (here $or$ is the logical OR)
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+ $A sect B = {x | x in A and x in B}$ (here $and$ is the logical AND)
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+ $A \\ B = {a | a in A and a in.not B}$
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+ $A times B = {(a,b) | forall a in A, forall b in B}$
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Convince yourself that these definitions are equivalent to the previous ones.
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Take a moment and convince yourself that these definitions are equivalent to
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the previous ones.
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#example[The real plane][
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The real plane $RR^2$ can be defined as a Cartesian product of $RR$ with itself.
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$ RR^2 = RR times RR $
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]
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Check your intuition that this makes sense. Why do you think $RR^n$ was chosen as the notation for $n$ dimensional spaces in $RR$?
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Check your intuition that this makes sense. Why do you think $RR^n$ was chosen
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as the notation for $n$ dimensional spaces in $RR$?
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#remark[Disjoint sets][
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If $A sect B$ = $emptyset$, then we say that $A$ and $B$ are *disjoint*.
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]
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#theorem[Properties of set operations][
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+ DeMorgan's Laws:
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#fact[Properties of set operations][
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For any sets $A$ and $B$, we have DeMorgan's Laws:
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+ $(A union B)' = A' sect B'$
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+ $(A sect B)' = A' union B'$
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]
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+ $(sect_i A_i)' = union_i A_i'$
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]
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=== Sizes of infinity
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== Sizes of infinity
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#definition("Cardinality")[
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#definition[
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Let $N(A)$ be the number of elements in $A$. $N(A)$ is called the _cardinality_ of $A$.
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]
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]
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