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Diana · 2024年04月29日

到底啥是path dependent?

NO.PZ2023040701000053

问题如下:

Fujioka tells Maalouf that she has been reading about the use of Monte Carlo forward- rate simulation for fixed income valuation. She asks Maalouf to further explain this approach to her. Maalouf replies, “The Monte Carlo approach is quite different from the binomial tree approach I’ve been describing to you. Some of these differences include:”

Difference 1: The Monte Carlo approach does not require calibration, whereas the binomial tree approach does.

Difference 2: The Monte Carlo approach is typically employed when cash flows are path dependent, whereas the binomial tree approach only allows one expected cash flow per node, regardless of the path of interest rates.

Difference 3: The Monte Carlo approach randomly simulates a fixed number of interest rate paths and values the security only across those paths, whereas the binomial tree approach values the security across all possible interest rate paths on the tree.

Of the three differences Maalouf describes between the binomial tree approach to fixed-income valuation and the Monte Carlo simulation approach, he is least likely correct regarding:

选项:

A.

Difference 3.

B.

Difference 2.

C.

Difference 1.

解释:

Correct Answer: C

A Monte Carlo forward rate simulation randomly generates a large number of interest rate paths that will correctly value benchmark bonds only by chance. A fixed amount, known as a drift term, is added to every forward interest rate on every simulated path to calibrate the simulation so that the values estimated for benchmark bonds equal their market prices.

到底啥是path dependent?

1 个答案

吴昊_品职助教 · 2024年04月30日

嗨,从没放弃的小努力你好:


path dependent指的是路径依赖,简单来说就是下一期的value会受到上一期value的影响。

多期资产配置过程中,客户可以中间存取现金流,这些现金流会影响最终portfolio的performance。所以,路径依赖就是最终portfolio performance依赖投资期中间现金流的现象。举个例子:期初客户投入1个亿,第一期末取走1000万,第二期末又存入2000万等等,1000万与2000万会影响第二期末的performance的。蒙特卡洛模拟通过随机发射产生随机的一组利率(interest rate path),估值的时候,每个时间点的现金流(比如MBS的还款额)是依据当期的利率确定的,所以说现金流是path dependent。

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虽然现在很辛苦,但努力过的感觉真的很好,加油!

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