Use both the random variable approach and the density method

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Calibrate S&P 500 Returns to a Mixed Normal in Excel

Use both the random variable approach and the density method. For the random variable approach, also create a theoretical histogram.

  • Download S&P 500 historical prices from 1950 to the present (using Bloomberg or Thomson Reuters if possible).
  • Calibrate the two parameters σ1and q via the method of moments.
  • As an initial guess, let σ2= 0.8%. The range of the other two variables will be σ1∈ [1%,10%], q∈[1%,10%]. Using another choice of σ2can change these ranges. Experiment with different values.
  • Let σ2= 0.8%, w1= 1, w2= 10000, if using the Excel Solver.
  • Choose the discretized x-space carefully (start with -25% to 25% in increments of 0.05%).
  • Graph both empirical and theoretical distributions as in Figure 3-44. Also, graph a log version of this graph to see how well the distribution fits the tail data.

Reference no: EM131086894

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