from University of Tokyo 1S1 Basic Mathematical Sciences: Linear Algebra Mapping

  • Definition of Mapping
  • Generalization of Functions
    • Seems interesting (blu3mo)
    • It’s like making the domain more general, right?
    • Honestly, there’s no difference (takker)
      • It’s just that people tend to call mappings where the domain and range are limited to numbers as functions, that’s about it
  • For example, is a mapping from to
  • Definition
    • Given sets X and Y,
    • A mapping from X to Y is defined as
      • A rule that assigns a unique element in Y to each element in X
        • The uniqueness is crucial (blu3mo)
          • We learned this in IB as the definition of a function (blu3mo)
        • If it’s not unique, the notation won’t make sense in the first place (takker)
  • Examples
    • To represent as a mapping,
      • It can be written as
      • Specify the entire set of inputs and outputs and then define them using \mapsto
    • For something less like traditional functions,
      • Addition is also a mapping
        • This represents a mapping from ℝ^2 (two dimensions) to ℝ (one dimension)
      • I see, it’s similar to how addition and other operations can be treated as functions in languages like Haskell using infix notation (blu3mo)
        • I thought so, but it’s actually different; the symbol for addition is not separately defined
          • It’s just wrapped
        • Well, addition is indeed a mapping from to
      • I remember discussing these notations’ variations at the watercooler (takker)
        • I’ll add the link later
    • The Identity Mapping is a mapping where the input and output are all the same
      • In terms of definition,
        • Both the set and its elements remain the same
          • Even if the elements match, if the sets are different, it’s not an identity mapping (blu3mo)
            • Defining things is important
        • Here X represents a set, so it should be not
  • Injective
    • In ,
    • Each x corresponds to a distinct y
    • This varies depending on what X is (Y doesn’t matter) (blu3mo)
  • Surjective
    • In ,
    • For every y, there exists a corresponding x
      • This varies depending on what Y is (X doesn’t matter) (blu3mo)
        • is not surjective
        • is surjective
    • Given that there exists a y corresponding to every x,
      • It means that every x and y are linked
      • (Duplicates are possible, so it’s not a bijective mapping)
  • Bijective
    • Both injective and surjective
    • In other words, each x corresponds to only one y
  • image - Are there any x such that f(x)≤0? (blu3mo) - If it’s bijective, then there should be an inverse mapping, which can also help determine that (takker) - f(x) is 0 for x=0,1, so it’s not injective
  • In a visual representation,
    • Injective:
    • Surjective: There is a point on the graph for every height (y)
  • Composite Mapping
    • is similar to a function
    • Importantly, for
      • It means that if the output of f(x) doesn’t match the input type of g, they cannot be composed
      • We didn’t pay much attention to this before because it was mostly , but it’s crucial
      • It’s like statically typed programming (blu3mo)
        • Math equals programming (a bit extreme) (takker)
        • This realization is important (takker)
  • Inverse Mapping
    • Similar to composite mapping, being aware of matching types is crucial
    • Definition: If and , then
      • I see
      • An example where only one of them is true is shown here,
        • image
  • Theorem: If a mapping is bijective, then an inverse mapping exists- If a function is surjective, does it mean that an inverse mapping does not exist?
    • No, that’s not correct. When considering the inverse mapping of a non-injective function, there might not be a unique x corresponding to y, which would violate the concept mentioned in [Tokyo University 1S1 Basic Mathematical Science: Linear Algebra#624e6a9979e1130000baa336].
  • It seems like I’m starting to see the relationship between surjectivity and injectivity (blu3mo).