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🧵1/7) On the difference between dynamical systems in #physics vs #economics. Example 1. The case of Ramsey-Cass-Koopmans (RCK). Instability and learning the initial condition for c.

121,782 次观看 • 5 个月前 •via X (Twitter)

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Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

2/7) Consider the RCK problem. As described before, equation (4) is the difficulty. It is not a typical boundary value problem, for two reasons: 1) the boundary condition falls at ♾, and 2) no value is prescribed at ♾. To solve this, we resort to the concept of steady state.

Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

3/7) This system has two steady states. The one we are interested in, denoted by superscript *, is a saddle. The other is a sink.

Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

4/7) The path converging to the saddle satisfies eq. (4). Any path converging to the sink violates it: along those paths consumption goes to zero, c -> 0, driving the limit to infinity.

Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

5/7) We can approximate ♾ with a large T (here T = 25) and turn the original problem into a Dirichlet boundary value problem, solvable with BVP solvers. The solution yields an initial condition for consumption c, which depends on T.

Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

6/7) Now we have an initial value problem we can solve and see how it generalizes for T' > T. Here T' = 75. Will the path hover around the saddle steady state, which satisfies the transversality condition, eq. (4)?

Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

7/7) The answer is no. The optimal path lies on a saddle, so even small approximation errors grow and throw the system off the saddle path.

Gabriel 的头像
Gabriel5 个月前

Dynare doesn't have this problem 😏

Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

I think I should have used a simple OLS :D

Gabriel 的头像
Gabriel5 个月前

Hello? BASED department?

Joaquín 的头像
Joaquín5 个月前

Very interesting! If you miss just an epsilon>0 the critical point is this an example of a turnpike solution?

Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

Yes, it is very related to turnpike theorems of Samuelson and McKenzie

George Durand 的头像
George Durand5 个月前

Nice to see some physicists stepping in and debunking economics.

Mahdi E Kahou 的头像
Mahdi E Kahou5 个月前

This is not about debunking economics. It is about the mathematical differences and the computational challenges arising from them. See this post:

George Durand 的头像
George Durand5 个月前

Yeah, I’ve seen some physicists calling out the limits of economics. Your post caught my eye—I’ll definitely check out what you shared.

Kai Gehring 的头像
Kai Gehring5 个月前

@MahdiKahou Economist here, even though not a macroeconomist. Just be aware that economists are, of course, aware of these limitations. There's just often a reason why models are still set up the way they are. Might be they are just otherwise not feasible, or still yield useful conclusions.

George Durand 的头像
George Durand5 个月前

Ah, of course. The problem is that economists actually know the limits of their models, but they tend to brush them aside and keep building their theories anyway. Take the Sonnenschein–Mantel–Debreu theorem, for instance, especially when dealing with aggregate market demand—it ends up having pretty strong implications at the macro level, even though those foundations are far from solid.

javiAyala 的头像
javiAyala5 个月前

Thanks for the post, humble question: the error you are refering to is c* - c_0(T)?

Andrea Lopes 的头像
Andrea Lopes5 个月前

This seems very much related to the results of the Boldrin-Montrucchio theorem

Valentín Alvarez 的头像
Valentín Alvarez5 个月前

But the point is that we are trying to find the optimal path for the agent (unlike objects in physics, which do not choose). When you draw a path violating the transversality condition you are not showing alternative dynamics for the economy; you are just making a mistake

T 的头像
T5 个月前

I have to say, I truste the hjb solution even less. Solving a cauchy problem on a bounded domain. No terminal condition, no spatial boundary treatment, artificial boundary, transparent. I don't buy it

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