http://www.boundaryinstitute.org/articles/Relation-arithmetic_Revived_v3.pdf

Despite its great promise, relation-arithmetic didn’t get very far. The
> problem is that the most important combining operators for relations, such
> as cross product and join, are not invariant under similarity. That is, if
> A is similar to A’ and B is similar to B’, it does not follow that the
> cross product or join of A and B is similar to the cross product or join of
> A’ and B’. This can be seen from a very simple example. Consider a unary
> relation R with only one tuple (its table has one row and one column). Let
> the value in that row and column be v. Replacing v by any other value w
> produces a relation R’ that is similar to R. Now consider the cross product
> (Cartesian join) RR; it consists of the ordered pair vv. But the cross
> product RR’ consists of the ordered pair vw, so RR and RR’ are not similar,
> despite the similarity of their components.
> Again there is an analogy to geometry. You can’t combine geometric shapes
> into a single shape if all you know is their similarity classes, since that
> doesn’t tell you their relative sizes. For that you need to know their
> congruence classes, which requires that they be parts of a single
> encompassing “context shape” called space. Is there an analogous solution
> to the problem of combining relations?
> In fact there is. Fortunately, congruence has a relational analogue. To
> make use of it, however, we can no longer work with relations given
> separately but must work with partial relations within a single
> encompassing context relation. By a partial relation will be meant any
> subset of cells in a relation table (see Section 2). Given a context
> relation C, part A of C is called congruent to part A’ of C if we can map
> the rows and columns of C that define the members of A onto those that
> define the members of A’ in such a way that corresponding cells in A and A’
> have the same values. If we substitute congruence for similarity in the
> definition of relation-number, then operators like product and join can in
> fact be defined in an invariant way, and Russell’s conception of
> relation-arithmetic makes sense. Since Russell’s definition of these words
> is not in general usage, this substitution should not produce confusion, so
> let us hereby make it:
> *A relation-number is defined as an equivalence class of partial relations
> under congruence. *


https://web.archive.org/web/20060927064015/http://www.boundaryinstitute.org/articles/Structure_Theory_v7.pdf

"I think relation-arithmetic important, not only as an
> interesting generalization, but because it supplies a symbolic technique
> required for dealing with structure. It has seemed to me that those who are
> not familiar with mathematical logic find great difficulty in understanding
> what is meant by 'structure', and, owing to this difficulty, are apt to go
> astray in attempting to understand the empirical world. For this reason, if
> for no other, I am sorry that the theory of relation-arithmetic has been
> largely unnoticed." Bertrand Russell in "My Philosophical Development"


There is a poisonous scholarly article out there titled "Whatever Happened
to Relation Arithmetic" that fails on a number of levels, not the least of
which is the pedantry of a guy named Newman whose critique amounts to
claiming that it is futile to impute structure to the empirical world
because any correlation we might find may be spurious -- among other
nonsense such as that Tarski's model theory provided arithmetic operators
adequate to the task set forth by Russell.

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