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)
- The uniqueness is crucial (blu3mo)
- A rule that assigns a unique element in Y to each element in X
- 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 thought so, but it’s actually different; the symbol for addition is not separately defined
- I remember discussing these notations’ variations at the watercooler (takker)
- I’ll add the link later
- Addition is also a mapping
- 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
- Even if the elements match, if the sets are different, it’s not an identity mapping (blu3mo)
- Here X represents a set, so it should be not
- Both the set and its elements remain the same
- To represent as a mapping,
- 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
- This varies depending on what Y is (X doesn’t matter) (blu3mo)
- 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
- - 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,
- 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).