What's after EXPSPACE?

Question

As far as I'm aware, EXPSPACE is the most inclusive computational complexity class. I was wondering if/how people conceptualize supersets of EXPSPACE.

Thinking about this question, I came up with a couple thoughts of my own:

1. Maybe EXPSPACE = the set of all Recursively Enumerable problems, i.e. $\Delta_1$ in the arithmetical hierarchy. In this case, the rest of the arithmetical hierarchy would come after EXPSPACE.

2. Maybe there are problems with space requirements that need to be described by non-computatable functions. For example, take the Busy Beaver function, $BB(n)$, which returns the maximum number of steps an $n$-state Turing Machine could take before halting. $BB$ grows faster than any computable function -- so if a problem required $BB(n)$ space to solve, maybe that would put it in a complexity class after EXPSPACE? In other words, maybe after EXPSPACE there is one or more sets of problems that require a non-computable amount of space to solve.

Answer 1

EXPSPACE is not the most inclusive computational complexity class. There's a huge number of complexity classes; see, e.g., the Complexity Zoo for some that have been studied (and in principle there are an unlimited number one could define).

The space hierarchy theorem shows that for each $f(n)$, there are languages that can be decided in space $f(n)$ but cannot be decided in space $o(f(n))$. If we take $f(n)=2^{2^n}$ (say), then we find there are problems that can be decided in space $2^{2^n}$, but not in space $2^n$, and indeed, are not in EXPSPACE. So, we can "make up" a complexity class, call it 2EXPSPACE, of problems that can be solved in doubly-exponential space; it follows that 2EXPSPACE is bigger than EXPSPACE. And so on. There is an infinite hierarchy of complexity classes, each bigger than the previous.

This also shows that EXPSPACE is not equal to RE (the recursively enumerable problems).