(Very) quick overview of Category Theory
Julien Riposo, Ph.D, CQF
Mathematician, Researcher - Quant (Wilmott Award)
Category theory is a branch of mathematics that focuses on the high-level relationships between mathematical structures, rather than their internal workings. It provides a framework that helps unify and generalize different areas of mathematics by focusing on the interactions between objects rather than the intrinsic nature of the objects themselves. This approach can be quite abstract, especially for those accustomed to the more tangible sets and elements found in Set Theory.
Limitations with Set Theory:
Set Theory is often limited in its ability to unify different mathematical structures because it focuses on the elements within sets. In contrast, Category Theory shifts the focus to how objects and morphisms (arrows) between them interact. In a category, we don't concern ourselves with the internal structure of the objects (akin to financial instruments, models, or datasets in finance); instead, we care about how they transform via morphisms (like functions, operations, or mappings).
Universal Properties:
A significant concept in Category Theory is that of universal properties, which are essentially solutions to problems or constructions that are optimal and unique (up to isomorphism). In a typical mathematical setting, a universal property allows us to define a particular object based on a property that captures all essential features of interest, often through a mapping that is unique up to unique isomorphism.
Generalizing Universal Properties:
Category Theory generalizes the concept of universal properties by abstracting these constructions so they can apply across different mathematical disciplines, providing a unified language that describes structures via their relationships.
Example in Finance:
In finance, consider the idea of a "free market" as a universal property. If a financial market is structured such that supply exactly meets demand under no constraints, we find an optimal state, akin to finding a product or a limits in category theory. Here, a "universal property" in finance may suggest that for certain financial constructs or portfolios, there exists an optimal way of balancing or hedging risk which is unique up to equivalency. For example, the Capital Asset Pricing Model (CAPM) attempts to describe the relationship between systematic risk and expected return, providing a "universal" method of portfolio optimization through market equilibrium.
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Pullbacks:
A pullback (see picture below) is a fundamental construct in Category Theory that can be thought of as a "limiting" object. In more tangible terms, it's an object that “pulls back” information from several sources into a coherent whole, while preserving their interrelations.
In finance, a pullback can be analogized to a scenario where you have several financial products or portfolios, each related to others through certain constraints (like interest rates, risk factors, or market indexes). A pullback would represent a portfolio configuration that consistently meets these relationships, akin to finding a composite instrument or derivative that aligns with multiple underlying assets. In essence, it's a way of constructing an object that accurately reflects a set of input relationships, maintaining coherence across different dependencies.
Overall, Category Theory offers a high-level perspective that can provide insights into complex systems by focusing on the way components interact, a perspective that can be enlightening in quantitative analyses and the structuring of financial models and systems.
For more information, I recommend the fabulous book from Tom Leinster: [1612.09375] Basic Category Theory (arxiv.org)