Functional Logic : Quantification Theory

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Toward a Functional Conception of Quantificational Logic

Up till now quantification theory has been based on the assumption of individual variables ranging over universal collections of perfectly determinate elements. Merely to write down quantified formulas like \(\forall_{x \in X} F(x)\) and \(\exists_{x \in X} F(x)\) involves a subscription to such notions, as shown by the membership relations invoked in their indices. Reflected on pragmatic and constructive principles, however, these ideas begin to appear as problematic hypotheses whose warrants are not beyond question, projects of exhaustive determination that overreach the powers of finite information and control to manage. Therefore, it is worth considering how we might shift the scene of quantification theory closer to familiar ground, toward the predicates themselves that represent our continuing acquaintance with phenomena.

Higher Order Propositional Expressions

By way of equipping this inquiry with a bit of concrete material, I begin with a consideration of higher order propositional expressions (HOPE's), in particular, those that stem from the propositions on 1 and 2 variables.

Higher Order Propositions and Logical Operators (n = 1)

A higher order proposition is, very roughly speaking, a proposition about propositions. If the original order of propositions is a class of indicator functions \(F : X \to \mathbb{B},\) then the next higher order of propositions consists of maps of the type \(m : (X \to \mathbb{B}) \to \mathbb{B}.\)

For example, consider the case where \(X = \mathbb{B}.\) Then there are exactly four propositions \(F : \mathbb{B} \to \mathbb{B},\) and exactly sixteen higher order propositions that are based on this set, all bearing the type \(m : (\mathbb{B} \to \mathbb{B}) \to \mathbb{B}.\)

Table 1 lists the sixteen higher order propositions about propositions on one boolean variable, organized in the following fashion: Columns 1 and 2 form a truth table for the four \(F : \mathbb{B} \to \mathbb{B},\) turned on its side from the way that one is most likely accustomed to see truth tables, with the row leaders in Column 1 displaying the names of the functions \(F_i,\!\) for \(i\!\) = 1 to 4, while the entries in Column 2 give the values of each function for the argument values that are listed in the corresponding column head. Column 3 displays one of the more usual expressions for the proposition in question. The last sixteen columns are topped by a collection of conventional names for the higher order propositions, also known as the measures \(m_j,\!\) for \(j\!\) = 0 to 15, where the entries in the body of the Table record the values that each \(m_j\!\) assigns to each \(F_i.\!\)

Table 1. Higher Order Propositions (n = 1)
\ x 1 0 F m m m m m m m m m m m m m m m m
F \     00 01 02 03 04 05 06 07 08 09 10 11 12 13 14 15
F0 0 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1
F1 0 1 (x) 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
F2 1 0 x 0 0 0 0 1 1 1 1 0 0 0 0 1 1 1 1
F3 1 1 1 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1


I am going to put off explaining Table 2, that presents a sample of what I call interpretive categories for higher order propositions, until after we get beyond the 1-dimensional case, since these lower dimensional cases tend to be a bit condensed or degenerate in their structures, and a lot of what is going on here will almost automatically become clearer as soon as we get even two logical variables into the mix.

Table 2. Interpretive Categories for Higher Order Propositions (n = 1)
Measure Happening Exactness Existence Linearity Uniformity Information
m0 nothing happens          
m1   just false nothing exists      
m2   just not x        
m3     nothing is x      
m4   just x        
m5     everything is x F is linear    
m6         F is not uniform F is informed
m7   not just true        
m8   just true        
m9         F is uniform F is not informed
m10     something is not x F is not linear    
m11   not just x        
m12     something is x      
m13   not just not x        
m14   not just false something exists      
m15 anything happens          


Higher Order Propositions and Logical Operators (n = 2)

By way of reviewing notation and preparing to extend it to higher order universes of discourse, let us first consider the universe of discourse \(X^\circ = [X] = [x_1, x_2] = [x, y],\) based on two logical features or boolean variables \(x\!\) and \(y.\!\)

1. The points of \(X^\circ\) are collected in the space:
  \(X = \langle x, y \rangle = \{ (x, y) \} \cong \mathbb{B}^2.\)
 
  In other words, written out in full:
  \(X = \{ (\lnot x, \lnot y), (\lnot x, y), (x, \lnot y), (x, y) \}.\)
  \(X \cong \{ (0, 0), (0, 1), (1, 0), (1, 1) \}.\)
  \(X \cong \mathbb{B}^2.\)
 
2. The propositions of \(X^\circ\) make up the space:
  \(X^\uparrow = (X \to \mathbb{B}) = \{ f : X \to \mathbb{B} \} \cong (\mathbb{B}^2 \to \mathbb{B}).\)


As always, it is frequently convenient to omit a few of the finer markings of distinctions among isomorphic structures, so long as one is aware of their presence and knows when it is crucial to call upon them again.

The next higher order universe of discourse that is built on \(X^\circ\) is \(X^{\circ 2} = [X^\circ] = [[x, y]],\) which may be developed in the following way. The propositions of \(X^\circ\) become the points of \(X^{\circ 2},\) and the mappings of the type \(m : (X \to \mathbb{B}) \to \mathbb{B}\) become the propositions of \(X^{\circ 2}.\) In addition, it is convenient to equip the discussion with a selected set of higher order operators on propositions, all of which have the form \(w : (\mathbb{B}^2 \to \mathbb{B})^k \to \mathbb{B}.\)

To save a few words in the remainder of this discussion, I will use the terms measure and qualifier to refer to all types of higher order propositions and operators. To describe the present setting in picturesque terms, the propositions of \([x, y]\!\) may be regarded as a gallery of sixteen venn diagrams, while the measures \(m : (X \to \mathbb{B}) \to \mathbb{B}\) are analogous to a body of judges or a panel of critical viewers, each of whom evaluates each of the pictures as a whole and reports the ones that find favor or not. In this way, each judge \(m_j\!\) partitions the gallery of pictures into two aesthetic portions, the pictures \(m_j^{-1}(1)\!\) that \(m_j\!\) likes and the pictures \(m_j^{-1}(0)\!\) that \(m_j\!\) dislikes.

There are \(2^{16} = 65536\!\) measures of the type \(m : (\mathbb{B}^2 \to \mathbb{B}) \to \mathbb{B}.\) Table 3 introduces the first 24 of these measures in the fashion of the higher order truth table that I used before. The column headed \(m_j\!\) shows the values of the measure \(m_j\!\) on each of the propositions \(f_i : \mathbb{B}^2 \to \mathbb{B},\) for \(i\!\) = 0 to 23, with blank entries in the Table being optional for values of zero. The arrangement of measures that continues according to the plan indicated here is referred to as the standard ordering of these measures. In this scheme of things, the index \(j\!\) of the measure \(m_j\!\) is the decimal equivalent of the bit string that is associated with \(m_j\!\)'s functional values, which can be obtained in turn by reading the \(j^\mbox{th}\!\) column of binary digits in the Table as the corresponding range of boolean values, taking them up in the order from bottom to top.

Table 3. Higher Order Propositions (n = 2)
x : 1100 f m m m m m m m m m m m m m m m m m m m m m m m m
y : 1010   0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
f0 0000 ( ) 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1
f1 0001 (x)(y)     1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1 1
f2 0010 (x) y         1 1 1 1 0 0 0 0 1 1 1 1 0 0 0 0 1 1 1 1
f3 0011 (x)                 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0
f4 0100 x (y)                                 1 1 1 1 1 1 1 1
f5 0101 (y)                                                
f6 0110 (x, y)                                                
f7 0111 (x y)                                                
f8 1000 x y                                                
f9 1001 ((x, y))                                                
f10 1010 y                                                
f11 1011 (x (y))                                                
f12 1100 x                                                
f13 1101 ((x) y)                                                
f14 1110 ((x)(y))                                                
f15 1111 (( ))                                                


Umpire Operators

In order to get a handle on the space of higher order propositions and eventually to carry out a functional approach to quantification theory, it serves to construct some specialized tools. Specifically, I define a higher order operator Υ, called the "umpire operator", which takes up to three propositions as arguments and returns a single truth value as the result. Formally, this so-called "multi-grade" property of \(\Upsilon\!\) can be expressed as a union of function types, in the following manner:

\[\Upsilon : \cup^{m = 1, 2, 3}((\mathbb{B}^k \to \mathbb{B})^m \to \mathbb{B}).\]

In contexts of application the intended sense can be discerned by the number of arguments that actually appear in the argument list. Often, the first and last arguments appear as indices, the one in the middle being treated as the main argument while the other two arguments serve to modify the sense of the operation in question. Thus, we have the following forms:

Υpr q = Υ(p, q, r)
Υpr : (BkB) → B

The intention of this operator is that we evaluate the proposition q on each model of the proposition p and combine the results according to the method indicated by the connective parameter r. In principle, the index r might specify any connective on as many as 2k arguments, but usually we have in mind a much simpler form of combination, most often either collective products or collective sums. By convention, each of the accessory indices p, r is assigned a default value that is understood to be in force when the corresponding argument place is left blank, specifically, the constant proposition 1 : BkB for the lower index p, and the continued conjunction or continued product operation Π for the upper index r. Taking the upper default value gives license to the following readings:

1. Υp q = Υ(p, q) = Υ(p, q, Π).
2. Υp = Υ(p, __, Π) : (BkB) → B.


This means that Υp q = 1 if and only if q holds for all models of p. In propositional terms, this is tantamount to the assertion that pq, or that _(p (q))_ = 1.

Throwing in the lower default value permits the following abbreviations:

3. Υq = Υ(q) = Υ1 q = Υ(1, q, Π).
4. Υ = Υ(1, __, Π) : (BkB) → B.


This means that Υq = 1 if and only if q holds for the whole universe of discourse in question, that is, if and only q is the constantly true proposition 1 : BkB. The ambiguities of this usage are not a problem so long as we distinguish the context of definition from the context of application and restrict all shorthand notations to the latter.

Measure for Measure

An acquaintance with the functions of the umpire operator can be gained from Tables 4 and 5, where the 2-dimensional case is worked out in full.

The auxiliary notations:

αi f = Υ(fi, f),
βi f = Υ(f, fi),

define two series of measures:

αi, βi : (B2B) → B,

incidentally providing compact names for the column headings of the next two Tables.

Table 4. Qualifiers of Implication Ordering: αi f = Υ(fif)
x : 1100 f α α α α α α α α α α α α α α α α
y : 1010   15 14 13 12 11 10 9 8 7 6 5 4 3 2 1 0
f0 0000 ( )                               1
f1 0001 (x)(y)                             1 1
f2 0010 (x) y                           1   1
f3 0011 (x)                         1 1 1 1
f4 0100 x (y)                       1       1
f5 0101 (y)                     1 1     1 1
f6 0110 (x, y)                   1   1   1   1
f7 0111 (x y)                 1 1 1 1 1 1 1 1
f8 1000 x y               1               1
f9 1001 ((x, y))             1 1             1 1
f10 1010 y           1   1           1   1
f11 1011 (x (y))         1 1 1 1         1 1 1 1
f12 1100 x       1       1       1       1
f13 1101 ((x) y)     1 1     1 1     1 1     1 1
f14 1110 ((x)(y))   1   1   1   1   1   1   1   1
f15 1111 (( )) 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1


Table 5. Qualifiers of Implication Ordering: βi f = Υ(ffi)
x : 1100 f β β β β β β β β β β β β β β β β
y : 1010   0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
f0 0000 ( ) 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
f1 0001 (x)(y)   1   1   1   1   1   1   1   1
f2 0010 (x) y     1 1     1 1     1 1     1 1
f3 0011 (x)       1       1       1       1
f4 0100 x (y)         1 1 1 1         1 1 1 1
f5 0101 (y)           1   1           1   1
f6 0110 (x, y)             1 1             1 1
f7 0111 (x y)               1               1
f8 1000 x y                 1 1 1 1 1 1 1 1
f9 1001 ((x, y))                   1   1   1   1
f10 1010 y                     1 1     1 1
f11 1011 (x (y))                       1       1
f12 1100 x                         1 1 1 1
f13 1101 ((x) y)                           1   1
f14 1110 ((x)(y))                             1 1
f15 1111 (( ))                               1


Applied to a given proposition f, the qualifiers αi and βi tell whether f rests "above fi" or "below fi", respectively, in the implication ordering. By way of example, let us trace the effects of several such measures, namely, those that occupy the limiting positions of the Tables.

  α00 f = 1 iff f00f, iff 0 ⇒ f, hence α00 f = 1 for all f.
  α15 f = 1 iff f15 ⇒ f, iff 1 ⇒ f, hence α15 f = 1 ⇒ f = 1.
  β00 f = 1 iff f ⇒ f00, iff f ⇒ 0, hence β00 f = 1 ⇒ f = 0.
  β15 f = 1 iff f ⇒ f15, iff f ⇒ 1, hence β15 f = 1 for all f.


Thus, α0 = β15 is a totally indiscriminate measure, one that accepts all propositions f : B2B, whereas α15 and β0 are measures that value the constant propositions 1 : B2B and 0 : B2B, respectively, above all others.

Finally, in conformity with the use of the fiber notation to indicate sets of models, it is natural to use notations like:

[| αi |] = (αi)(–1)(1),
[| βi |] = (βi)(–1)(1),
[| Υp |] = (Υp)(–1)(1),

to denote sets of propositions that satisfy the umpires in question.

Extending the Existential Interpretation to Quantificational Logic

Previously I introduced a calculus for propositional logic, fixing its meaning according to what C.S. Peirce called the "existential interpretation". As far as it concerns propositional calculus this interpretation settles the meanings that are associated with merely the most basic symbols and logical connectives. Now we must extend and refine the existential interpretation to comprehend the analysis of "quantifications", that is, quantified propositions. In doing so we recognize two additional aspects of logic that need to be developed, over and above the material of propositional logic. At the formal extreme there is the aspect of higher order functional types, into which we have already ventured a little above. At the level of the fundamental content of the available propositions we have to introduce a different interpretation for what we may call "elemental" or "singular" propositions.

Let us return to the 2-dimensional case X° = [x, y]. In order to provide a bridge between propositions and quantifications it serves to define a set of qualifiers Luv : (B2B) → B that have the following characters:

  L00 f
  = L"(x)(y)" f
  = α1 f
  = Υ"(x)(y)" f
  = Υ"(x)(y) ⇒ f"
  = "f likes (x)(y)"


  L01 f
  = L"(x) y " f
  = α2 f
  = Υ"(x) y " f
  = Υ"(x) y ⇒ f"
  = "f likes (x) y "


  L10 f
  = L" x (y)" f
  = α4 f
  = Υ"x (y)" f
  = Υ"x (y) ⇒ f"
  = "f likes x (y)"


  L11 f
  = L" x y" f
  = α8 f
  = Υ"x y" f
  = Υ"x y ⇒ f"
  = "f likes x y"


Intuitively, the Luv operators may be thought of as qualifying propositions according to the elements of the universe of discourse that each proposition positively values. Taken together, these measures provide us with the means to express many useful observations about the propositions in X° = [x, y], and so they mediate a subtext [L00, L01, L10, L11] that takes place within the higher order universe of discourse X°2 = [X°] = [[x, y]]. Figure 6 summarizes the action of the Luv on the fi within X°2.

o-----------------------------------------------------------o
|                                                           |
|                             o                             |
|                            / \                            |
|                           /   \                           |
|                          /x   y\                          |
|                         / o---o \                         |
|                        o   \ /   o                        |
|                       / \   o   / \                       |
|                      /   \  |  /   \                      |
|                     /     \ @ /     \                     |
|                    / x   y \ / x   y \                    |
|                   o  o---o  o  o---o  o                   |
|                  / \  \    / \    /  / \                  |
|                 /   \  @  /   \  @  /   \                 |
|                /     \   /     \   /     \                |
|               /   y   \ /       \ /   y   \               |
|              o    @    o    @    o    o    o              |
|             / \       / \       / \   |   / \             |
|            /   \     /   \     /   \  @  /   \            |
|           /     \   /x   y\   /     \   /     \           |
|          /  x y  \ / o   o \ /  x y  \ / x   y \          |
|         o    @    o   \ /   o    o    o  o   o  o         |
|         |\       / \   o   / \   |   / \  \ /  /|         |
|         | \     /   \  |  /   \  @  /   \  @  / |         |
|         |  \   /     \ @ /     \   /     \   /  |         |
|         |   \ /   x   \ / x   y \ /   x   \ /   |         |
|         |    o    @    o  o---o  o    o    o    |         |
|         |    |\       / \  \ /  / \   |   /|    |         |
|         |    | \     /   \  @  /   \  @  / |    |         |
|         |    |  \   /     \   /     \   /  |    |         |
|         |L_11|   \ /   o y \ / x o   \ /   |L_00|         |
|         o---------o    |    o    |    o---------o         |
|              |     \ x @   / \   @ y /     |              |
|              |      \     /   \     /      |              |
|              |       \   /     \   /       |              |
|              |L_10    \ /   o   \ /    L_01|              |
|              o---------o    |    o---------o              |
|                         \   @   /                         |
|                          \     /                          |
|                           \   /                           |
|                            \ /                            |
|                             o                             |
|                                                           |
o-----------------------------------------------------------o
Figure 6.  Higher Order Universe of Discourse [L_uv] c [[x, y]]

Application of Higher Order Propositions to Quantification Theory

Our excursion into the vastening landscape of higher order propositions has finally come round to the stage where we can bring its returns to bear on opening up new perspectives for quantificational logic.

There is a question arising next that is still experimental in my mind. Whether it makes much difference from a purely formal point of view is not a question I can answer yet, but it does seem to aid the intuition to invent a slightly different interpretation for the two-valued space that we use as the target of our basic indicator functions. Therefore, let us declare a type of "existential-valued" functions f : BkE, where E = {–e, +e} = {"empty", "exist"} is a couple of values that we interpret as indicating whether of not anything exists in the cells of the underlying universe of discourse, venn diagram, or other domain. As usual, let us not be too strict about the coding of these functions, reverting to binary codes whenever the interpretation is clear enough.

With this interpretation in mind we note the following correspondences between classical quantifications and higher order indicator functions:

Table 7. Syllogistic Premisses as Higher Order Indicator Functions
A Universal Affirmative All x is y Indicator of " x (y)" = 0
E Universal Negative All x is (y) Indicator of " x y " = 0
I Particular Affirmative Some x is y Indicator of " x y " = 1
O Particular Negative Some x is (y) Indicator of " x (y)" = 1


Tables 8 and 9 develop these ideas in more detail.

Table 8. Relation of Quantifiers to Higher Order Propositions
Mnemonic Category Classical Form Alternate Form Symmetric Form Operator
E
Exclusive
Universal
Negative
All x is (y)   No x is y (L11)
A
Absolute
Universal
Affirmative
All x is y   No x is (y) (L10)
    All y is x No y is (x) No (x) is y (L01)
    All (y) is x No (y) is (x) No (x) is (y) (L00)
    Some (x) is (y)   Some (x) is (y) L00
    Some (x) is y   Some (x) is y L01
O
Obtrusive
Particular
Negative
Some x is (y)   Some x is (y) L10
I
Indefinite
Particular
Affirmative
Some x is y   Some x is y L11


Table 9. Simple Qualifiers of Propositions (n = 2)
x : 1100 f (L11) (L10) (L01) (L00) L00 L01 L10 L11
y : 1010   no x
is y
no x
is (y)
no (x)
is y
no (x)
is (y)
some (x)
is (y)
some (x)
is y
some x
is (y)
some x
is y
f0 0000 ( ) 1 1 1 1 0 0 0 0
f1 0001 (x)(y) 1 1 1 0 1 0 0 0
f2 0010 (x) y 1 1 0 1 0 1 0 0
f3 0011 (x) 1 1 0 0 1 1 0 0
f4 0100 x (y) 1 0 1 1 0 0 1 0
f5 0101 (y) 1 0 1 0 1 0 1 0
f6 0110 (x, y) 1 0 0 1 0 1 1 0
f7 0111 (x y) 1 0 0 0 1 1 1 0
f8 1000 x y 0 1 1 1 0 0 0 1
f9 1001 ((x, y)) 0 1 1 0 1 0 0 1
f10 1010 y 0 1 0 1 0 1 0 1
f11 1011 (x (y)) 0 1 0 0 1 1 0 1
f12 1100 x 0 0 1 1 0 0 1 1
f13 1101 ((x) y) 0 0 1 0 1 0 1 1
f14 1110 ((x)(y)) 0 0 0 1 0 1 1 1
f15 1111 (( )) 0 0 0 0 1 1 1 1


Document History

Inquiry and Analogy

| Version:  Draft 3.25
| Created:  01 Jan 1995
| Revised:  24 Dec 2001
| Revised:  12 Mar 2004

Functional Logic

Ontology List — March 2004

  1. http://suo.ieee.org/ontology/msg05480.html
  2. http://suo.ieee.org/ontology/msg05481.html
  3. http://suo.ieee.org/ontology/msg05482.html
  4. http://suo.ieee.org/ontology/msg05483.html
  5. http://suo.ieee.org/ontology/msg05484.html
  6. http://suo.ieee.org/ontology/msg05485.html

Inquiry List — March 2004

  1. http://stderr.org/pipermail/inquiry/2004-March/001256.html
  2. http://stderr.org/pipermail/inquiry/2004-March/001257.html
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  5. http://stderr.org/pipermail/inquiry/2004-March/001260.html
  6. http://stderr.org/pipermail/inquiry/2004-March/001261.html