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Falsifying Generalized Wiener Processes Melvin J. Hinich hinich@austin.utexas.edu Applied Research Laboratories University of Texas at Austin http://web.austin.utexas.edu/hinich/
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The Black-Scholes-Merton model is a central tool for pricing & hedging options & other derivatives securities. Black-Scholes Model At present the derivatives business has become a more than 415 trillion US$ market. It has been implicated in the present world wide financial crisis. (portfolio.com/news-markets/national-news/portfolio/2008/02/19/) Wiener process The model employs a Wiener process
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Generalized Wiener process (GWP) bandlimited filter non-gaussian i.i.d variates fixed sampling rate
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Bandlimited Filter Nyquist sampling rate
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linear The generalized Wiener process (GWP) is linear time reversible It is time reversible since the distribution of is the same as the distribution of
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The Trispectrum The principal domain of the trispectrum in the cube of indices where
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Normalized trispectrum is the spectrum of For the linear process GWP
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Trispectrum Based Tests of Linearity & Time Reversibility The trispectrum version of the Hinich-Rothman (1998) time reversibility test & the Hinich (1982) linearity test can be used falsify the validity of the GWP model. DFT
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Estimating the Trispectrum Estimated normalized trispectrum
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Testing Linearity of a GWP Under this null hypothesis that the observed values of are generated by a GWP when 0 < c < 1/3 has a uniform (0,1) distribution Then
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Testing Time Reversibility of a GWP has a uniform (0,1) distribution
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Statistics of the 4 NYSE Returns MeanSigmaSkewKurtosisMaxMin BIR -0.00761.390-0.34934.421.21 -27.60 EOG 0.00590.5210.69714.69.28 -6.23 FE -0.000200.311-0.75833.74.26 -8.49 IMN -0.000540.467-2.51102.06.06 -16.10
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MeanSigmaSkewKurtosisMaxMin AGL -0.17E-030.031-0.0591.930.075-0.077 AMC -0.45E-040.036-0.0132.010.090-0.090 ANZ 0.16E-030.034-0.0040.7860.077-0.077 BHP 0.24E-040.0340.0060.5640.076-0.075 BIL 0.16E-030.0350.0202.010.087-0.086 WOW 0.30E-030.0350.0531.810.087-0.085 SGB 0.16E-030.0290.0271.900.071-0.070 QBE -0.20E-040.036-0.0312.100.090-0.091 FXJ -0.49E-040.038-0.0283.710.103-0.104 PBL 0.14E-030.0320.0222.300.080-0.080 CML 0.35E-040.039-0.0071.700.094-0.094 CCL 0.72E-040.041-0.0032.500.105-0.105 Statistics after 10% Trimming of the Australian Returns
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Nonlinearity Test for NYSE Returns 73 Trifreqs Stocksp-values < 0.0137 % p-values < 0.0137 % p-values < BIR 5271.2 %37.0 % EOG 2939.7 %28.8 % FE 4054.8 %16.4 % IMN3649.3 %0.0 %
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Stocksp-v’s < 3. e-04 % p-v’s < 3.e-04% p-v’s < e-05 AGL 163956.1 %49.5 % AMC 171658.8 %52.3 % ANZ 60920.9 %10.5 % BHP60820.8 %11.0 % BIL176060.3 %54.7 % WOW148951.0 %42.9 % SGB154452.9 %46.4 % QBE160555.0 %47.1 % FXJ202869.5 %67.2 % PBL170458.4 %53.3 % CML159554.6 %45.7 % CCL190665.3 %61.5 % Nonlinearity Test Results for AU Returns 2,920 Trifreqs
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Time Reversibility Test Results All TR p-values are < e-05
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