Kleene fixed-point theorem

Computation of the least fixpoint of f(x) = 1/10x2+atan(x)+1 using Kleene's theorem in the real interval [0,7] with the usual order

In the mathematical areas of order and lattice theory, the Kleene fixed-point theorem, named after American mathematician Stephen Cole Kleene, states the following:

Kleene Fixed-Point Theorem. Suppose ( L , ) {\displaystyle (L,\sqsubseteq )} is a directed-complete partial order (dcpo) with a least element, and let f : L L {\displaystyle f:L\to L} be a Scott-continuous (and therefore monotone) function. Then f {\displaystyle f} has a least fixed point, which is the supremum of the ascending Kleene chain of f . {\displaystyle f.}

The ascending Kleene chain of f is the chain

f ( ) f ( f ( ) ) f n ( ) {\displaystyle \bot \sqsubseteq f(\bot )\sqsubseteq f(f(\bot ))\sqsubseteq \cdots \sqsubseteq f^{n}(\bot )\sqsubseteq \cdots }

obtained by iterating f on the least element ⊥ of L. Expressed in a formula, the theorem states that

lfp ( f ) = sup ( { f n ( ) n N } ) {\displaystyle {\textrm {lfp}}(f)=\sup \left(\left\{f^{n}(\bot )\mid n\in \mathbb {N} \right\}\right)}

where lfp {\displaystyle {\textrm {lfp}}} denotes the least fixed point.

Although Tarski's fixed point theorem does not consider how fixed points can be computed by iterating f from some seed (also, it pertains to monotone functions on complete lattices), this result is often attributed to Alfred Tarski who proves it for additive functions [1] Moreover, Kleene Fixed-Point Theorem can be extended to monotone functions using transfinite iterations.[2]

Proof[3]

We first have to show that the ascending Kleene chain of f {\displaystyle f} exists in L {\displaystyle L} . To show that, we prove the following:

Lemma. If L {\displaystyle L} is a dcpo with a least element, and f : L L {\displaystyle f:L\to L} is Scott-continuous, then f n ( ) f n + 1 ( ) , n N 0 {\displaystyle f^{n}(\bot )\sqsubseteq f^{n+1}(\bot ),n\in \mathbb {N} _{0}}
Proof. We use induction:
  • Assume n = 0. Then f 0 ( ) = f 1 ( ) , {\displaystyle f^{0}(\bot )=\bot \sqsubseteq f^{1}(\bot ),} since {\displaystyle \bot } is the least element.
  • Assume n > 0. Then we have to show that f n ( ) f n + 1 ( ) {\displaystyle f^{n}(\bot )\sqsubseteq f^{n+1}(\bot )} . By rearranging we get f ( f n 1 ( ) ) f ( f n ( ) ) {\displaystyle f(f^{n-1}(\bot ))\sqsubseteq f(f^{n}(\bot ))} . By inductive assumption, we know that f n 1 ( ) f n ( ) {\displaystyle f^{n-1}(\bot )\sqsubseteq f^{n}(\bot )} holds, and because f is monotone (property of Scott-continuous functions), the result holds as well.

As a corollary of the Lemma we have the following directed ω-chain:

M = { , f ( ) , f ( f ( ) ) , } . {\displaystyle \mathbb {M} =\{\bot ,f(\bot ),f(f(\bot )),\ldots \}.}

From the definition of a dcpo it follows that M {\displaystyle \mathbb {M} } has a supremum, call it m . {\displaystyle m.} What remains now is to show that m {\displaystyle m} is the least fixed-point.

First, we show that m {\displaystyle m} is a fixed point, i.e. that f ( m ) = m {\displaystyle f(m)=m} . Because f {\displaystyle f} is Scott-continuous, f ( sup ( M ) ) = sup ( f ( M ) ) {\displaystyle f(\sup(\mathbb {M} ))=\sup(f(\mathbb {M} ))} , that is f ( m ) = sup ( f ( M ) ) {\displaystyle f(m)=\sup(f(\mathbb {M} ))} . Also, since M = f ( M ) { } {\displaystyle \mathbb {M} =f(\mathbb {M} )\cup \{\bot \}} and because {\displaystyle \bot } has no influence in determining the supremum we have: sup ( f ( M ) ) = sup ( M ) {\displaystyle \sup(f(\mathbb {M} ))=\sup(\mathbb {M} )} . It follows that f ( m ) = m {\displaystyle f(m)=m} , making m {\displaystyle m} a fixed-point of f {\displaystyle f} .

The proof that m {\displaystyle m} is in fact the least fixed point can be done by showing that any element in M {\displaystyle \mathbb {M} } is smaller than any fixed-point of f {\displaystyle f} (because by property of supremum, if all elements of a set D L {\displaystyle D\subseteq L} are smaller than an element of L {\displaystyle L} then also sup ( D ) {\displaystyle \sup(D)} is smaller than that same element of L {\displaystyle L} ). This is done by induction: Assume k {\displaystyle k} is some fixed-point of f {\displaystyle f} . We now prove by induction over i {\displaystyle i} that i N : f i ( ) k {\displaystyle \forall i\in \mathbb {N} :f^{i}(\bot )\sqsubseteq k} . The base of the induction ( i = 0 ) {\displaystyle (i=0)} obviously holds: f 0 ( ) = k , {\displaystyle f^{0}(\bot )=\bot \sqsubseteq k,} since {\displaystyle \bot } is the least element of L {\displaystyle L} . As the induction hypothesis, we may assume that f i ( ) k {\displaystyle f^{i}(\bot )\sqsubseteq k} . We now do the induction step: From the induction hypothesis and the monotonicity of f {\displaystyle f} (again, implied by the Scott-continuity of f {\displaystyle f} ), we may conclude the following: f i ( ) k     f i + 1 ( ) f ( k ) . {\displaystyle f^{i}(\bot )\sqsubseteq k~\implies ~f^{i+1}(\bot )\sqsubseteq f(k).} Now, by the assumption that k {\displaystyle k} is a fixed-point of f , {\displaystyle f,} we know that f ( k ) = k , {\displaystyle f(k)=k,} and from that we get f i + 1 ( ) k . {\displaystyle f^{i+1}(\bot )\sqsubseteq k.}

See also

References

  1. ^ Alfred Tarski (1955). "A lattice-theoretical fixpoint theorem and its applications". Pacific Journal of Mathematics. 5:2: 285–309., page 305.
  2. ^ Patrick Cousot and Radhia Cousot (1979). "Constructive versions of Tarski's fixed point theorems". Pacific Journal of Mathematics. 82:1: 43–57.
  3. ^ Stoltenberg-Hansen, V.; Lindstrom, I.; Griffor, E. R. (1994). Mathematical Theory of Domains by V. Stoltenberg-Hansen. Cambridge University Press. pp. 24. doi:10.1017/cbo9781139166386. ISBN 0521383447.