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Using Ito's Lemma to compute the process followed by a function


Applying Geometric Brownian Motion itself into Ito's LemmaIto's Lemma and Geometric Brownian Motion With JumpsHow to compute the quadratic variation of a compound poisson process?Requirements for Ito's LemmaIto Formula for Stochastic IntegralUsing Ito's lemma to find a SDEFollowing a derivation using Ito's lemmaDistribution of stochastic process and Ito's lemmaUsing Multivariate Ito's Lemma on function of Ito integralIto's Lemma for a Brownian motion













-1












$begingroup$


I have the following process $$dS_t = mu S_t dt + sigma S_t dz_t $$ and the function $$f(S) = S^2$$ where



$$fracpartial fpartial t = 0, fracpartial fpartial S = 2S, fracpartial^2 fpartial S^2 = 2, df = 2SdS + frac122 cdot dSdS$$



I have that using Ito's Lemma: $$df_t = 2S_t(mu S_td_t + sigma S_tdz_t) + frac122cdot sigma S_tdz_t cdot sigma S_tdz_t = (2 mu S_t^2 + sigma^2 S_t^2)dt + 2 sigma S_t^2dz_t$$ or $$df_t = (2 mu + sigma^2)f_t dt + 2sigma f_tdz_t. $$ Can someone explain how this works for this specific example for me? I realise that $$ df = left( fracpartial fpartial t + mu fracpartial fpartial s + frac12sigma^2 fracpartial^2fpartial S^2 right) dt + sigma fracpartial fpartial sdz_t $$ but i cant understand how $$ df = 2SdS + frac122 cdot dSdS$$ was obtained from that expression? Also, i don't understand how the larger first expression for $df_t$ was constructed? Any help would be great, thanks!










share|cite|improve this question









$endgroup$











  • $begingroup$
    Which version of Ito's lemma do you know? Without this information, it's not possible to give a reasoable answer to your question. Moreover, it would be good to know where exactly you are stuck when applying Itô's lemma. Currently you just wrote up the equations which you are supposed to end up with (... at least as far as I understand) but you do not give your own thoughts/computations.
    $endgroup$
    – saz
    Mar 17 at 7:05
















-1












$begingroup$


I have the following process $$dS_t = mu S_t dt + sigma S_t dz_t $$ and the function $$f(S) = S^2$$ where



$$fracpartial fpartial t = 0, fracpartial fpartial S = 2S, fracpartial^2 fpartial S^2 = 2, df = 2SdS + frac122 cdot dSdS$$



I have that using Ito's Lemma: $$df_t = 2S_t(mu S_td_t + sigma S_tdz_t) + frac122cdot sigma S_tdz_t cdot sigma S_tdz_t = (2 mu S_t^2 + sigma^2 S_t^2)dt + 2 sigma S_t^2dz_t$$ or $$df_t = (2 mu + sigma^2)f_t dt + 2sigma f_tdz_t. $$ Can someone explain how this works for this specific example for me? I realise that $$ df = left( fracpartial fpartial t + mu fracpartial fpartial s + frac12sigma^2 fracpartial^2fpartial S^2 right) dt + sigma fracpartial fpartial sdz_t $$ but i cant understand how $$ df = 2SdS + frac122 cdot dSdS$$ was obtained from that expression? Also, i don't understand how the larger first expression for $df_t$ was constructed? Any help would be great, thanks!










share|cite|improve this question









$endgroup$











  • $begingroup$
    Which version of Ito's lemma do you know? Without this information, it's not possible to give a reasoable answer to your question. Moreover, it would be good to know where exactly you are stuck when applying Itô's lemma. Currently you just wrote up the equations which you are supposed to end up with (... at least as far as I understand) but you do not give your own thoughts/computations.
    $endgroup$
    – saz
    Mar 17 at 7:05














-1












-1








-1


1



$begingroup$


I have the following process $$dS_t = mu S_t dt + sigma S_t dz_t $$ and the function $$f(S) = S^2$$ where



$$fracpartial fpartial t = 0, fracpartial fpartial S = 2S, fracpartial^2 fpartial S^2 = 2, df = 2SdS + frac122 cdot dSdS$$



I have that using Ito's Lemma: $$df_t = 2S_t(mu S_td_t + sigma S_tdz_t) + frac122cdot sigma S_tdz_t cdot sigma S_tdz_t = (2 mu S_t^2 + sigma^2 S_t^2)dt + 2 sigma S_t^2dz_t$$ or $$df_t = (2 mu + sigma^2)f_t dt + 2sigma f_tdz_t. $$ Can someone explain how this works for this specific example for me? I realise that $$ df = left( fracpartial fpartial t + mu fracpartial fpartial s + frac12sigma^2 fracpartial^2fpartial S^2 right) dt + sigma fracpartial fpartial sdz_t $$ but i cant understand how $$ df = 2SdS + frac122 cdot dSdS$$ was obtained from that expression? Also, i don't understand how the larger first expression for $df_t$ was constructed? Any help would be great, thanks!










share|cite|improve this question









$endgroup$




I have the following process $$dS_t = mu S_t dt + sigma S_t dz_t $$ and the function $$f(S) = S^2$$ where



$$fracpartial fpartial t = 0, fracpartial fpartial S = 2S, fracpartial^2 fpartial S^2 = 2, df = 2SdS + frac122 cdot dSdS$$



I have that using Ito's Lemma: $$df_t = 2S_t(mu S_td_t + sigma S_tdz_t) + frac122cdot sigma S_tdz_t cdot sigma S_tdz_t = (2 mu S_t^2 + sigma^2 S_t^2)dt + 2 sigma S_t^2dz_t$$ or $$df_t = (2 mu + sigma^2)f_t dt + 2sigma f_tdz_t. $$ Can someone explain how this works for this specific example for me? I realise that $$ df = left( fracpartial fpartial t + mu fracpartial fpartial s + frac12sigma^2 fracpartial^2fpartial S^2 right) dt + sigma fracpartial fpartial sdz_t $$ but i cant understand how $$ df = 2SdS + frac122 cdot dSdS$$ was obtained from that expression? Also, i don't understand how the larger first expression for $df_t$ was constructed? Any help would be great, thanks!







pde stochastic-processes stochastic-calculus stochastic-analysis stochastic-pde






share|cite|improve this question













share|cite|improve this question











share|cite|improve this question




share|cite|improve this question










asked Mar 16 at 21:29









HallaoHallao

12




12











  • $begingroup$
    Which version of Ito's lemma do you know? Without this information, it's not possible to give a reasoable answer to your question. Moreover, it would be good to know where exactly you are stuck when applying Itô's lemma. Currently you just wrote up the equations which you are supposed to end up with (... at least as far as I understand) but you do not give your own thoughts/computations.
    $endgroup$
    – saz
    Mar 17 at 7:05

















  • $begingroup$
    Which version of Ito's lemma do you know? Without this information, it's not possible to give a reasoable answer to your question. Moreover, it would be good to know where exactly you are stuck when applying Itô's lemma. Currently you just wrote up the equations which you are supposed to end up with (... at least as far as I understand) but you do not give your own thoughts/computations.
    $endgroup$
    – saz
    Mar 17 at 7:05
















$begingroup$
Which version of Ito's lemma do you know? Without this information, it's not possible to give a reasoable answer to your question. Moreover, it would be good to know where exactly you are stuck when applying Itô's lemma. Currently you just wrote up the equations which you are supposed to end up with (... at least as far as I understand) but you do not give your own thoughts/computations.
$endgroup$
– saz
Mar 17 at 7:05





$begingroup$
Which version of Ito's lemma do you know? Without this information, it's not possible to give a reasoable answer to your question. Moreover, it would be good to know where exactly you are stuck when applying Itô's lemma. Currently you just wrote up the equations which you are supposed to end up with (... at least as far as I understand) but you do not give your own thoughts/computations.
$endgroup$
– saz
Mar 17 at 7:05











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