📚 node [[20210117123933 act4e_session_2_connection]]

Notes

  • Example: electrical distribution network

    • Power plants -> high voltage nodes -> low voltage nodes -> consumers

    • Can be represented as a directed graph

  • Relation :: A set X to a set Y is a subset of $X \times Y$ (cartesian product)

    • Example: Given $X {x_1,x_2,x_3}, Y {y_1,y_2,y_3,y_4}$, relation $R \subseteq X \times Y$ is given by $R = \{ \langle x_1,y_1 \rangle, \langle x_2,y_3 \rangle, \langle x_2,y_4 \rangle \}$

    • Note that this is not the whole cartesian product!

  • We could write the above relation as $X \xrightarrow{\text{R}} Y$, or $R: X \to Y$

  • Relations are a type of morphism

  • Relations can be composed

    • Given $X \xrightarrow{\text{R}} Y$, $Y \xrightarrow{\text{S}} Z$, we can compose the relation $R \circ S$

    • $R \circ S := \{\langle x, z \rangle \in X \times Z | \exists y \in Y: \langle x, y \rangle \in R \land \langle y, z \rangle \in S \}$ which is the relation $X \to Z$

  • The category Rel (Relation of sets and relations:

    • Objects: all sets

    • Homsets: given sets X and Y: $Hom_{Rel}(X,Y) := \mathcal{P}(X \times Y)$ = all subsets of $X \times Y$

    • Identity morphisms

    • Composition (above)

  • Functions are *special types of relations*

    • $R_f := \{\langle x,y \rangle \in X \times Y | y = f(x)\}$

  • A function $f: X \to Y$ is a relation $R_f \subseteq X \times Y$ such that:

    1. $\forall x \in X \exists y \in Y : \langle x,y \rangle \in R_f$ - every element of the source X gets mapped by f to some element of the target Y

    2. $\exists \langle x_1,y_1 \rangle, \langle x_2,y_2 \rangle \in R_f$ holds: $x_1 x_2 \Rightarrow y_1 y_2$

  • Functions must therefore be defined everywhere

    • For all values in X, there should be a corresponding Y value

    • The opposite is not necessarily true

  • Lemma: Composition of relations generalizes the composition of functions

    • $X \xrightarrow{\text{f}} Y \xrightarrow{\text{g}} Z$ implies $R_f \circ R_g = R_{f \circ g}$

  • Properties of relations:

    • Surjective: $\forall y \in Y \exists x \in X : \langle x,y \rangle \in R$

    • Injective:

    • Defined everywhere

    • Single valued

  • Relations can be transposed

    • $R^T := \{\langle y,x \rangle \in Y \times X | \langle x,y \rangle \in R\}$

    • For $R: X \to Y$, the transpose is $R^T: Y \to X$

  • The transpose of the transpose of R is R

  • The transpose relation holds all the same properties as the original relation

  • An Endorelation on set X is a relation $X \to X$

    • Equality, for example, is an endorelation

    • "Less than or equal" is also an endorelation

  • An endorelation is symmetric if:

    • $\forall x,x' \in X: \langle x,x' \rangle \in R \Leftrightarrow \langle x',x \rangle \in R$

    • Example: x1 -> x2 and x2 -> x1

    • Example: The relation "less than or equal" on all natural numbers is not symmetric

  • An endorelation is relfexive if:

    • $\forall x \in X : \langle x,x \rangle \in R$

    • Example: less than or equal on all natural numbers in reflexive

      • n <= n is reflexive

  • An endorelation is transitive if:

    • $\langle x,x' \rangle \in R$ and $\langle x',x'' \rangle \in R \Rightarrow \langle x,x'' \rangle \in R$

    • "Less than or equal" is transitive on all natural numbers

      • l <= m and m <= n -> l <= n

    • This property is reminiscent of composition in a category

  • An equivalence relation is an endorelation that is symmetric, relfexive, and transitive

    • Notation: $x \sim x'$ if $\langle x,x' \rangle \in R$

  • Partition of set X is a collection of subsets which are disjoint pairwise

  • Category theory formalizes different notions and degrees of sameness

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