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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 просмотров • 5 месяцев назад •via X (Twitter)

Комментарии: 20

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

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.

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

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.

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

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.

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

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.

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

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)?

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

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.

Фото профиля Gabriel
Gabriel5 месяцев назад

Dynare doesn't have this problem 😏

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

I think I should have used a simple OLS :D

Фото профиля Gabriel
Gabriel5 месяцев назад

Hello? BASED department?

Фото профиля Joaquín
Joaquín5 месяцев назад

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

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

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

Фото профиля George Durand
George Durand5 месяцев назад

Nice to see some physicists stepping in and debunking economics.

Фото профиля Mahdi E Kahou
Mahdi E Kahou5 месяцев назад

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

Фото профиля George Durand
George Durand5 месяцев назад

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.

Фото профиля Kai Gehring
Kai Gehring5 месяцев назад

@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.

Фото профиля George Durand
George Durand5 месяцев назад

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.

Фото профиля javiAyala
javiAyala5 месяцев назад

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

Фото профиля Andrea Lopes
Andrea Lopes5 месяцев назад

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

Фото профиля Valentín Alvarez
Valentín Alvarez5 месяцев назад

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

Фото профиля T
T5 месяцев назад

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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