1 Introduction

A characteristic feature of measurements in quantum mechanics is that one only deals with probabilities.

Let S be set of states of a physical system and p(s) the probability of the occurrence of an event when the system is in state sS. Taking into account p(s) for all sS we obtain a function from S to [0, 1], which is called a multidimensional probability or, more precisely, an S-probability, or sometimes, more generally, a numerical event (cf. [1, 2] and [10]).

S-probabilities are related to Mackey’s approach to axiomatic quantum mechanics (cf. [9]). Mackey considers a function \(p:\mathcal {O}\times \mathcal {S}\times \mathcal {B}\rightarrow [0, 1]\) (where \(\mathcal {O}\) denotes the set of observables, \(\mathcal {S}\) the set of states and \(\mathcal {B}\) the set of Borel sets of the real line) satisfying certain axioms. If one fixes some \((A,E)\in \mathcal {O}\times \mathcal {B}\) then one obtains a function \(p(A,.,E):\mathcal {S}\rightarrow [0, 1]\) which assigns to each state \(s\in \mathcal {S}\) the probability of the event that the measurement of A lies in E.

A set P of S-probabilities can be ordered in a natural way by the order ≤ of functions. Further, one may expect that with every p(s) also the counter-probability p′(s) := 1 − p(s) will be in P, which we find formalized in the following (general)

Definition 1.1

An antitone involution on a poset P is a mapping ′ : PP satisfying the following conditions:

  • if p, qP and pq then p′ ≥ q′;

  • if pP then (p′)′ = p.

Taking into account further properties of quantum mechanical or classical physical systems, in this paper more features are added to a set P of S-probabilities resulting in various classes of multidimensional probabilities. Our goal is to show how these classes are related, study their structures and give answers to the question whether two S-probabilities commute and, in the course of that, whether one might assume to deal with a classical physical system. A classical physical system can be identified by the fact that the poset of S-probabilities is a Boolean algebra (cf. [1]).

In particular, we will prove a representation theorem for a class of posets with an antitone involution analogous to the Theorem by Ma̧czyński and Traczyk (cf. [10]) who characterized orthomodular posets with a full set of states by so-called algebras of S-probabilities. (For the definition see below.)

Algebras of S-probabilities and hence orthomodular posets with a full set of states have been thoroughly studied in respect to algebraic properties and physical interpretations (cf. [14] and [610]) and there are also some results about a generalization of these structures (cf. [5]), namely so-called generalized fields of events. (The definition will also be given below.)

In this paper the focus is on weakening and modifying the axioms of algebras of S-probabilities motivated by possible outcomes of experimental data which would not fit into the forementioned concepts.

2 Classes of S-Probabilities

We start with some algebraic notions and considerations.

Let P be a poset with an antitone involution ′. If the infimum of two elements p, q of P exists we will denote it by pq, and if the supremum of p, qP exists we will denote it by pq. Moreover, elements p, q of P are called disjoint if pq = 0 and orthogonal, denoted by pq, if pq′. Further, P is called Boolean if disjointness implies orthogonality. If P is bounded, pP is called complemented if pp′ = 0, and P is called complemented if all of its elements are complemented. If p is complemented one can conclude that pp′ = 1.

Lemma 2.1

A bounded poset with an antitone involution is complemented if and only if orthogonality implies disjointness.

Proof

Let P be a bounded poset with an antitone involution and p, qP. If we assume P to be complemented and pq then pq′ and q′ ∧ q = 0 and hence pq = 0. Conversely, if orthogonality implies disjointness then pp′ =0 since pp′. □

An orthomodular poset is a complemented bounded poset P in which the join of two orthogonal elements exists and in which q = p ∨ (qp′) for all p, qP with pq. A state on an orthomodular poset P is a mapping s : P → [0, 1] satisfying the following conditions:

  • s(0) = 0 and s(1) = 1;

  • if p, qP and pq then s(pq) = s(p) + s(q).

A set T of states on P is called full if for p, qP s(p) ≤ s(q) for all sT implies pq.

Next we turn our attention to definitions motivated by the outcome of physical measurements.

Let P be a set of multidimensional probabilities associated with an experiment. First we suppose that the functions 1 and 0 representing the constant probabilities 1 and 0 for every sS are always among P. Then we will add some properties known from orthomodular structures (like Hilbert-space quantum mechanical systems) or Boolean algebras (which characterize classical physical systems).

Definition 2.2

A generalized field of S-probabilities (cf. [5]) is a subset P of [0, 1]S satisfying the following conditions:

(P1):

0, 1 ∈ P;

(P2):

if pP then p′ = 1 − pP;

(P3):

if p, qP and pq then p + qP.

We will denote the class of generalized fields of S-probabilities by \(\mathcal {G}\mathcal {F}\).

An algebra of S-probabilities (cf. [1] and [10]) is a subset P of [0, 1]S satisfying (P1), (P2) and (P4):

(P4):

If p, q, rP and pqrp then p + q + rP.

The class of algebras of S-probabilities will be denoted by \(\mathcal {A}\mathcal {L}\).

The members of \(\mathcal {G}\mathcal {F}\) are bounded posets with an antitone involution. As for elementary properties of members of \(\mathcal {G}\mathcal {F}\) cf. [5]. With Boolean algebras of events axiom (P3) is a translation of AB′ for events A and the complement of B into p ≤ 1 − q.

Obviously, \(\mathcal {A}\mathcal {L}\subseteq \mathcal {G}\mathcal {F}\).

Axiom (P4) is motivated by classical event fields for which pairwise orthogonality of a triple A, B, C of events implies AB′ ∩ C′ = (BC)′, which in terms of functions means p ≤ 1 − (q + r).

As shown in [10], up to isomorphism the members of \(\mathcal {A}\mathcal {L}\) are exactly the orthomodular posets having a full set of states. These structures have been intensely studied, in particular from the point of quantum structures (cf. [110]).

It turns out that Definition 2.2 is somewhat too strong: No non-trivial element of a member of \(\mathcal {A}\mathcal {L}\) can be ≤ 1/2 or ≥ 1/2 for all sS. This gives rise to the following definitions:

Definition 2.3

A weakly structured poset of S-probabilities is a subset P of [0, 1]S satisfying (P1), (P2) and (P5):

(P5):

If p, q, rP, pqr and pr = 0 then p + q + r ≤ 1.

Let \(\mathcal {W}\mathcal {S}\) denote the class of weakly structured posets of S-probabilities.

It is evident that every member of \(\mathcal {W}\mathcal {S}\) is Boolean.

Now we assume that the addition of functions should be considered as a partial operation within a weakly structured poset of S-probabilities. This leads to

Definition 2.4

A structured poset of S-probabilities is a subset P of [0, 1]S satisfying (P1), (P2) and (P6):

(P6):

If p, q, rP, pqr and pr = 0 then p + q + rP.

Let \(\mathcal {S}\mathcal {P}\) denote the class of structured posets of S-probabilities.

Obviously, \(\mathcal {S}\mathcal {P}\subseteq \mathcal {G}\mathcal {F}\cap \mathcal {W}\mathcal {S}\).

Remark 2.5

\(\mathcal {S}\mathcal {P}\subsetneqq \mathcal {W}\mathcal {S}\) since P := {0, 1/8, 1/2, 7/8, 1} ⊆ [0, 1]{1} belongs to \(\mathcal {W}\mathcal {S}\setminus \mathcal {S}\mathcal {P}\). This can be seen as follows: If p, q, rP, pqr and pr = 0 then 0 ∈ {p, r} and hence p + q + r ∈ {q + r, p + q} which shows p + q + r ≤ 1, i.e. \(P\in \mathcal {W}\mathcal {S}\). On the other hand, 0 ⊥ 1/8 ⊥ 1/2 and 0 ∧ 1/2 = 0, but 0 + 1/8 + 1/2 = 5/8 ∉ P proving \(P\notin \mathcal {S}\mathcal {P}\).

Lemma 2.6

  1. (i)

    A member of \(\mathcal {S}\mathcal {P}\) belongs to \(\mathcal {A}\mathcal {L}\) if and only if it is complemented.

  2. (ii)

    A member of \(\mathcal {A}\mathcal {L}\) belongs to \(\mathcal {S}\mathcal {P}\) if and only if it is Boolean.

Proof

  1. (i)

    Let \(P\in \mathcal {S}\mathcal {P}\). If \(P\in \mathcal {A}\mathcal {L}\) then it is complemented because, as mentioned above, every member of \(\mathcal {A}\mathcal {L}\) is an orthomodular poset. If, conversely, P is complemented, p, q, rP and pqrp then rp′ and p′ ∧ p = 0 imply rp = 0 and hence (P6) implies p + q + rP showing \(P\in \mathcal {A}\mathcal {L}\).

  2. (ii)

    Let \(P\in \mathcal {A}\mathcal {L}\). If \(P\in \mathcal {S}\mathcal {P}\) then it is Boolean. If, conversely, P is Boolean then (P6) follows from (P4) from which we infer \(P\in \mathcal {S}\mathcal {P}\).

Example 2.7

For every integer n > 1 the subset B n := {0, 1/n, 2/n, … , 1} of [0, 1]{1} belongs to \(\mathcal {S}\mathcal {P}\setminus \mathcal {A}\mathcal {L}\). We have:

  • k/nm/n = 0 if and only if 0 ∈ {k, m};

  • k/nm/n if and only if k + mn.

Example 2.8

For positive integers n and k with k|n put A n k :={I A AN, k||A|}, where N :={1,…, n} and I A denotes the function from N to [0, 1] defined by I A (x):=1 if xA and I A (x):=0 if xNA. Then \(A_{nk}\in \mathcal {A}\mathcal {L}\). Moreover, \(A_{nk}\in \mathcal {S}\mathcal {P}\) if and only if k ∈ {1, n}.

Proof

We have

  • I A I B =0 if and only if |AB| < k;

  • I A I B if and only if AB = .

Making use of Lemma 2.6 we obtain: If k ∈ {1, n} then A n k is Boolean. If 1 < k < n then (P5) is violated by I {1,…, k}, I and I {2,…, k + 1} and hence \(A_{nk}\notin \mathcal {W}\mathcal {S}\) and therefore \(A_{nk}\notin \mathcal {S}\mathcal {P}\) in this case. □

Theorem 2.9

  • \(\mathcal {A}\mathcal {L}\cap \mathcal {S}\mathcal {P}\) consists of all Boolean members of \(\mathcal {A}\mathcal {L}\).

  • \(\mathcal {A}\mathcal {L}\setminus \mathcal {S}\mathcal {P}\) consists of all non-Boolean members of \(\mathcal {A}\mathcal {L}\).

  • \(\mathcal {S}\mathcal {P}\cap \mathcal {A}\mathcal {L}\) consists of all complemented members of \(\mathcal {S}\mathcal {P}\).

  • \(\mathcal {S}\mathcal {P}\setminus \mathcal {A}\mathcal {L}\) consists of all non-complemented members of \(\mathcal {S}\mathcal {P}\).

Hence, the algebras of S-probabilities which are Boolean are exactly the structured posets of S-probabilities which are complemented. Moreover, every structured poset of S-probabilities assuming only the values 0 and 1 belongs to \(\mathcal {A}\mathcal {L}\).

Proof

This follows from Lemma 2.6 and the fact that structured posets of S-probabilities assuming only the values 0 and 1 are complemented. □

As already pointed out, members of \(\mathcal {A}\mathcal {L}\) are orthomodular posets admitting a full set of states. Since every arbitrary Boolean orthomodular poset admits a full set of states (cf. [10]) all Boolean orthomodular posets and in particular all Boolean algebras are among the posets representing members of \(\mathcal {A}\mathcal {L}\). (For a characterization of those posets by properties of S-probabilities cf. [1, 7] and [10]).

All sets of S-probabilities specified in Theorem 2.9 give rise to interpretations as quantum structures. If such a quantum structure turns out to be a Boolean algebra this will indicate that one deals with a classical situation (cf. e.g. [1]).

3 An Algebraic Representation of Weakly Structured Posets of S-Probabilities

We start by extending the notion of states to a class of bounded posets with an antitone involution.

Definition 3.1

A pseudostate on a bounded poset P with an antitone involution in which the join of two disjoint elements exists is a mapping s : P → [0, 1] satisfying the following conditions:

  • s(0) = 0 and s(1) = 1;

  • if pP then s(p′) = 1 − s(p);

  • if p, qP and pq then s(p) ≤ s(q);

  • if p, qP and pq = 0 then s(pq) = s(p) + s(q).

A set T of pseudostates on P is called full if for p, qP, s(p) ≤ s(q) for all sT implies pq.

We first prove a lemma which will often be used in the sequel.

Lemma 3.2

Assume \(p,q\in P\in \mathcal {W}\mathcal {S}\) and p ∧ q = 0. Then p + q = p ∨ q.

Proof

If rP is an upper bound of p and q then pr′ ⊥ q and hence p + q + r′ ≤ 1 according to (P5), i.e. p + qr. Together with p, qp + q this shows p + q = pq. □

Theorem 3.3

Up to isomorphism, the members of \(\mathcal {W}\mathcal {S}\) are exactly the bounded posets with an antitone involution in which the join of two disjoint elements exists and which have a full set of pseudostates.

Proof

Let \(P\in \mathcal {W}\mathcal {S}\) with P ⊆ [0, 1]S. Then clearly P is a bounded poset with an antitone involution.

Now we define s x (p) := p(x) for all xS and pP.

For aS and p, qP we have s a (0) = 0(a) = 0, s a (1) = 1(a) = 1, s a (p′) = p′(a) = 1 − p(a) = 1 − s a (p) and in case pq, s a (p) = p(a) ≤ q(a) = s a (q). Moreover, if pq = 0 then

$$s_{a}(p\vee q) = s_{a}(p+q) = (p+q)(a) = p(a)+q(a) = s_{a}(p)+s_{a}(q). $$

If s x (p) ≤ s x (q) for all xS then pq, proving that {s x xS} is a full set of pseudostates on P. Hence P is a bounded poset with an antitone involution in which the join of two disjoint elements exists and which has a full set of pseudostates.

Conversely, let P be a bounded poset with an antitone involution in which the join of two disjoint elements exists and which has a full set S of pseudostates. We define a mapping f : P → [0, 1]S by (f(p))(s):= s(p) for all pP and all sS. Then we have for arbitrary p, qP:

  • (f(0))(s) = s(0) = 0 for all sS and hence f(0) = 0.

  • (f(1))(s) = s(1) = 1 for all sS and hence f(1) = 1.

  • (f(p′))(s) = s(p′) = 1 − s(p) = 1 − (f(p))(s) = (f(p))′(s) for all sS and hence f(p′) = (f(p))′.

  • The following are equivalent: f(p) ≤ f(q), (f(p))(s) ≤ (f(q))(s) for all sS, s(p) ≤ s(q) for all sS, pq.

From the last two properties of f it follows for arbitrary p, qP:

  • f(p) = f(q) if and only if p = q;

  • f(p) ⊥ f(q) if and only if pq.

Now we prove \(f(P)\in \mathcal {W}\mathcal {S}\).

(P1):

0 = f(0) ∈ f(P) and 1 = f(1) ∈ f(P).

(P2):

If pP then (f(p))′ = f(p′) ∈ f(P).

(P5):

Assume p, q, r, tP, f(p) ⊥ f(q) ⊥ f(r) and f(p) ∧ f(r) = f(0). Then pqr. If tp, r then f(t) ≤ f(p), f(r), from which we infer f(t) = f(0), i.e. t = 0, showing pr = 0. Hence pr exists. Since p, rq′ we have prq′ and therefore

$$\begin{array}{@{}rcl@{}} (f(p)+f(r))(s) & = & (f(p))(s)+(f(r))(s) = s(p)+s(r) = s(p\vee r) = \\ & = & (f(p\vee r))(s)\leq(f(q^{\prime}))(s) = (f(q))^{\prime}(s) = 1-(f(q))(s) \end{array} $$

for all sS, i.e. f(p) + f(r) ≤ 1 − f(q) which is equivalent to f(p) + f(q) + f(r) ≤ 1.

So \(f(P)\in \mathcal {W}\mathcal {S}\) and f is an isomorphism from P onto f(P). Hence P is isomorphic to a member of \(\mathcal {W}\mathcal {S}\). □

This theorem is analogous to the theorem that up to isomorphism the algebras of S-probabilities are exactly the orthomodular posets having a full set of states.

4 Characterizing Lattices and Boolean Algebras Among Structured Posets of S-Probabilities

Having in mind that two disjoint elements of a member of \(\mathcal {W}\mathcal {S}\) and hence of \(\mathcal {S}\mathcal {P}\) have a join which is their sum (cf. Lemma 3.2) the question arises under which circumstances members of \(\mathcal {S}\mathcal {P}\) are lattices, all the more as the classicality of a physical system will correspond to members of \(\mathcal {S}\mathcal {P}\) that are Boolean lattices.

As for the example of A n k (Example 2.8) we have

Lemma 4.1

A nk is a lattice if and only if k ∈ {1, n/2, n} and hence every A nk belonging to \(\mathcal {S}\mathcal {P}\) is a lattice.

Proof

It is easy to see that A n k is a lattice if k ∈ {1, n/2, n}. Otherwise, I {1,…, k}I {2,…, k + 1} does not exist. □

Assume \(p,q\in P\in \mathcal {S}\mathcal {P}\). We point out that p + q = pq in case pq = 0 (cf. Lemma 3.2). Further, the De Morgan laws hold if the respective join or meet exists (since ′ is an antitone involution). Moreover, it is easy to see that if one of p and q is complemented then pq implies pq = 0. So pq is equivalent to pq = 0 in case one of p and q is complemented. Finally, if one of p and q is complemented and pq then pq = pq′. This can be seen as follows: One of p′ and q is complemented and p′ ⊥ q which implies p′ ∧ q = 0, showing that p′∨q exists and p′ ∨ q = p′ + q. Therefore pq′ exists and pq′ = (p′ ∨ q)′ = (p′ + q)′ = 1 − (1 − p + q) = pq.

As usual with orthomodular lattices we say for p, qP that p commutes with q if pq, pq′ and (pq)∨(pq′) exist in P and (pq)∨(pq′) = p.

Theorem 4.2

Let P be a complemented member of \(\mathcal {S}\mathcal {P}\) . Then the following hold:

  1. (i)

    P is an orthomodular lattice if and only if for all p, q ∈ P there exists a unique r ∈ P with r ≥ p, q and r − p ≤ r′ + q.

  2. (ii)

    P is a Boolean algebra if and only if for all p, q ∈ P there exists an s ∈ P with s ≤ p ≤ s + q ≤ 1.

Proof

By Lemma 2.6, \(P\in \mathcal {A}\mathcal {L}\).

  1. (i)

    In [7] it was shown that P is an orthomodular lattice if and only if for all p, qP there exists a unique rP with rp, q and (rp′) ∧ (rq′) = 0. Now for p, q, rP with rp, q the following are equivalent: rpr′ + q, rp′ ≤ (rq′)′, (rp′) ⊥ (rq′), (rp′) ∧ (rq′) = 0.

  2. (ii)

    In [8] it was proved that {p, q} generates a Boolean algebra if and only there exists an sP with sps + q ≤ 1. If any two elements of P generate a Boolean algebra then P is a lattice and hence (since every member of \(\mathcal {A}\mathcal {L}\) is an orthomodular poset) an orthomodular lattice. It is well-known that an orthomodular lattice in which any two elements generate a Boolean algebra is itself a Boolean algebra.

Let \(P\in \mathcal {S}\mathcal {P}\) with P ⊆ {0, 1}S. Then, as stated in Lemma 2.6, \(P\in \mathcal {A}\mathcal {L}\) and, as shown in [6], P is a so-called concrete quantum logic. For the reader’s convenience we recall the definition of a concrete logic.

Definition 4.3

(cf. e.g. [11]) A concrete quantum logic is a subset E of the power set of some set M satisfying the following conditions:

  • E;

  • if AE then A′ := MAE;

  • if A, BE and AB = then ABE.

(E, ⊆ ,′, , M) is an orthomodular poset.

From Theorem 4.2 we obtain the following

Corollary 4.4

Let \(P\in \mathcal {S}\mathcal {P}\) with P ⊆ {0, 1}S . Then

  1. (i)

    P is a lattice if and only if max(p, q) ∈ P for all p, q ∈ P.

  2. (ii)

    P is a Boolean algebra if and only if min(p, q) ∈ P for all p, q ∈ P.

Proof

For p, q, r, sP the assertion that rp, q and rpr′ + q is equivalent to r = max(p, q) whereas sps + q ≤ 1 is equivalent to s = min(p, q′). □

A further possibility to detect whether one deals with a classical physical situation, i.e. with commuting S-probabilities, is to try to adapt a relevant result best-known for orthomodular lattices.

Theorem 4.5

For \(P\in \mathcal {S}\mathcal {P}\) the following hold:

  1. (i)

    If p, q ∈ P and there exist three pairwise disjoint complemented elements x 1, x 2, x 12 of P with x 1 + x 12 = p and x 2 + x 12 = q then p and q commute with each other.

  2. (ii)

    P is a Boolean algebra if and only if it is complemented and for every p, q ∈ P there exist pairwise disjoint x 1, x 2, x 12 ∈ P with x 1 + x 12 = p and x 2 + x 12 = q.

Proof

  1. (i)

    We start with pointing out that because P is Boolean, x 1, x 2 and x 12 are pairwise orthogonal. Next we show x 12 = pq. Obviously, x 12p, q. If sP and sp, q then \(s\leq q=x_{2}\vee x_{12}\leq x_{1}^{\prime }\) from which we conclude \(s\leq p\wedge x_{1}^{\prime }=(x_{1}+x_{12})-x_{1}=x_{12}\). We proceed by proving that x 1 = pq′. We have x 1p and \(x_{1}\leq x_{2}^{\prime }\wedge x_{12}^{\prime }=(x_{2}\vee x_{12})^{\prime }=q^{\prime }\). If tP and tp, q′ then \(t\leq q^{\prime }\leq x_{12}^{\prime }\) and hence \(t\leq p\wedge x_{12}^{\prime }=(x_{1}+x_{12})-x_{12}=x_{1}\). This way we obtain p = x 1x 12=(pq′)∨(pq) showing that p commutes with q. A symmetry argument shows that q also commutes with p.

  2. (ii)

    The necessity of the condition becomes obvious if one defines for the elements p and q of a Boolean algebra x 1 := pq′, x 12 := pq and x 2 := p′ ∧ q. That it is also sufficient can be seen as follows: Assume the condition to hold. Then according to Lemma 2.6, \(P\in \mathcal {A}\mathcal {L}\) and, as shown in [1], if for every \(p,q\in P\in \mathcal {A}\mathcal {L}\) there exist pairwise orthogonal elements x 1, x 2, x 12 with x 1 + x 12 = p and x 2 + x 12 = q, then P is a Boolean algebra. Since x 1, x 2, x 12 are pairwise disjoint they are also pairwise orthogonal.

Theorem 4.5 is analogous to the well-known theorem characterizing Boolean algebras among orthomodular lattices and to the generalization of this theorem to orthomodular posets.