observation is “lossy” – Fong & Spivak1
compositionality systems or relationships combined to form new systems or relationships
structures and structure-preserving maps \(f: X \rightarrow Y\): which aspects of \(X\) are preserved by \(f\)?
Consider functions in \(\mathbb{R}\): only some preserve order, distance, sum:
A function \(f: \mathbb{R} \Rightarrow \mathbb{R}\) is said to be
- order-preserving \(\iff x \leq y \Rightarrow f(x) \leq f(y), \forall x \in \mathbb{R}\) (aka monotonically increasing)
- Is order preserving
- Let \(f(x) = x\); arguments and results are identical so order is preserved. Trivial
- Is not order preserving
- \(f(x) = 1/x\)
- Is order preserving
- metric-preserving \(\iff |x-y| = |f(x)-f(y)|\)
- Is order preserving
- \(f(x) = x\) Trivial
- Is not order preserving
- \(f(x) = 1/x\)
- Is order preserving
- addition-preserving \(\iff f(x+y) = f(x) + f(y)\)
- Is addition preserving
- \(f(x) = x\) Trivial
- Is not addition preserving
- \(f(x) = 1/x\)
- Is addition preserving
Quaere: Is the identity \(f\) always preserving?
Fong, B., & Spivak, D. (2019). An Invitation to Applied Category Theory: Seven Sketches in Compositionality. Cambridge: Cambridge University Press.↩︎