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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 görüntüleme • 5 ay önce •via X (Twitter)

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Mahdi E Kahou profil fotoğrafı
Mahdi E Kahou5 ay önce

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 profil fotoğrafı
Mahdi E Kahou5 ay önce

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 profil fotoğrafı
Mahdi E Kahou5 ay önce

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 profil fotoğrafı
Mahdi E Kahou5 ay önce

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 profil fotoğrafı
Mahdi E Kahou5 ay önce

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 profil fotoğrafı
Mahdi E Kahou5 ay önce

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 profil fotoğrafı
Gabriel5 ay önce

Dynare doesn't have this problem 😏

Mahdi E Kahou profil fotoğrafı
Mahdi E Kahou5 ay önce

I think I should have used a simple OLS :D

Gabriel profil fotoğrafı
Gabriel5 ay önce

Hello? BASED department?

Joaquín profil fotoğrafı
Joaquín5 ay önce

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

Mahdi E Kahou profil fotoğrafı
Mahdi E Kahou5 ay önce

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

George Durand profil fotoğrafı
George Durand5 ay önce

Nice to see some physicists stepping in and debunking economics.

Mahdi E Kahou profil fotoğrafı
Mahdi E Kahou5 ay önce

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

George Durand profil fotoğrafı
George Durand5 ay önce

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 profil fotoğrafı
Kai Gehring5 ay önce

@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 profil fotoğrafı
George Durand5 ay önce

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 profil fotoğrafı
javiAyala5 ay önce

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

Andrea Lopes profil fotoğrafı
Andrea Lopes5 ay önce

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

Valentín Alvarez profil fotoğrafı
Valentín Alvarez5 ay önce

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 profil fotoğrafı
T5 ay önce

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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