Prerequisites: Appendix B (compact Lie groups, bi-invariant metric).
2.1 Axiomatic Definition
Motivation
In this theory, a relation is the most fundamental unit of the world. Nodes (individuals) are secondary; they acquire meaning only as endpoints of relations.
Every relation has two aspects:
- Scalar intensity: how strong the relation is (a non-negative real number).
- Group-valued transit: what kind of transformation the relation carries (an element of a compact Lie group ).
Definition
Definition 2.1 (Relation). Over a finite set , a relation at time is a tuple where:
- : source and target nodes,
- : relation weight (scalar, non-negative),
- : relation transit (parallel transport from to ).
Physical interpretation.
- : confidence, capacity, or influence of the relation from to .
- : a "translation rule" for comparing the internal states of and .
Geometric interpretation. is a discrete analogue of parallel transport in differential geometry. Discretising a connection on a vector bundle assigns a group element to each edge---exactly the structure captured here.
2.2 Conventions
Convention 2.2 (No self-relation). Self-reference is excluded from the scope of relations.
Rationale. Allowing self-loops creates unnecessary complications in the conductance definition and is conceptually unnatural: a relation is inherently "between two".
Convention 2.3 (Asymmetry). In general: Relations are directed; the relation is independent of the relation.
Remark. When , we say the relation is compatible (traversing returns to the identity). This is not assumed in general.
2.3 Symmetrised Weight
From the asymmetric weights we extract a direction-free scalar intensity.
Definition 2.4 (Symmetric weight). Properties: and .
Motivation. Graph-theoretic quantities (conductance, volume, cut) are defined via . While preserves directional information, the topological structure---which nodes cluster together---is determined by alone.
Definition 2.5 (Degree). The total relational capacity of node with respect to the entire set .
Proposition 2.6 (Basic properties of degree).
(i) ; equality iff is completely isolated.
(ii) (double counting).
(iii) is a global quantity: it requires summation over all of .
Proof. (i) Sum of non-negative reals. (ii) Symmetry of . (iii) By definition.
Key observation (foreshadowing Chapter 6): cannot be computed from a subset alone. Whether to include in the "intrinsic data" of a fruit is the central modelling choice of Chapter 6.
2.4 Categorical Perspective (Remark)
The data can be viewed categorically:
- Nodes of are objects.
- Positive-weight relations are morphisms.
- Transits are -valued labels on morphisms.
This makes the relational field a finite version of a -enriched weighted directed graph. Since no composition rule is postulated, it is not a category in the strict sense.