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9781852339968

Stochastic Calculus for Fractional Brownian Motion and Applications

by ; ; ;
  • ISBN13:

    9781852339968

  • ISBN10:

    1852339969

  • Format: Hardcover
  • Copyright: 2008-02-22
  • Publisher: Springer Nature
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Summary

Fractional Brownian motion (fBm) has been widely used to model a number of phenomena in diverse fields from biology to finance. This huge range of potential applications makes fBm an interesting object of study.

Table of Contents

Prefacep. VII
Introductionp. 1
Fractional Brownian motion
Intrinsic properties of the fractional Brownian motionp. 5
Fractional Brownian motionp. 5
Stochastic integral representationp. 6
Correlation between two incrementsp. 8
Long-range dependencep. 9
Self-similarityp. 10
Holder continuityp. 11
Path differentiabilityp. 11
The fBm is not a semimartingale for H [not equal] 1/2p. 12
Invariance principlep. 14
Stochastic calculus
Wiener and divergence-type integrals for fractional Brownian motionp. 23
Wiener integralsp. 23
Wiener integrals for H > 1/2p. 27
Wiener integrals for H < 1/2p. 34
Divergence-type integrals for fBmp. 37
Divergence-type integral for H > 1/2p. 39
Divergence-type integral for H < 1/2p. 41
Fractional Wick Ito Skorohod (fWIS) integrals for fBm of Hurst index H > 1/2p. 47
Fractional white noisep. 47
Fractional Girsanov theoremp. 59
Fractional stochastic gradientp. 62
Fractional Wick Ito Skorohod integralp. 64
The [phi]-derivativep. 65
Fractional Wick Ito Skorohod integrals in L[superscript 2]p. 68
An Ito formulap. 71
L[superscript p] estimate for the fWIS integralp. 75
Iterated integrals and chaos expansionp. 78
Fractional Clark Hausmann Ocone theoremp. 83
Multidimensional fWIS integralp. 87
Relation between the fWIS integral and the divergence-type integral for H > 1/2p. 96
Wick Ito Skorohod (WIS) integrals for fractional Brownian motionp. 99
The M operatorp. 99
The Wick Ito Skorohod (WIS) integralp. 103
Girsanov theoremp. 109
Differentiationp. 110
Relation with the standard Malliavin calculusp. 115
The multidimensional casep. 118
Pathwise integrals for fractional Brownian motionp. 123
Symmetric, forward and backward integrals for fBmp. 123
On the link between fractional and stochastic calculusp. 125
The case H < 1/2p. 126
Relation with the divergence integralp. 130
Relation with the fWIS integralp. 132
Relation with the WIS integralp. 137
A useful summaryp. 147
Integrals with respect to fBmp. 147
Wiener integralsp. 147
Divergence-type integralsp. 150
fWIS integralsp. 151
WIS integralsp. 153
Pathwise integralsp. 154
Relations among the different definitions of stochastic integralp. 155
Relation between Wiener integrals and the divergencep. 156
Relation between the divergence and the fWIS integralp. 156
Relation between the fWIS and the WIS integralsp. 157
Relations with the pathwise integralsp. 158
Ito formulas with respect to fBmp. 160
Applications of stochastic calculus
Fractional Brownian motion in financep. 169
The pathwise integration model (1/2 < H < 1)p. 170
The WIS integration model (0 < H < 1)p. 172
A connection between the pathwise and the WIS modelp. 179
Concluding remarksp. 180
Stochastic partial differential equations driven by fractional Brownian fieldsp. 181
Fractional Brownian fieldsp. 181
Multiparameter fractional white noise calculusp. 185
The stochastic Poisson equationp. 189
The linear heat equationp. 194
The quasi-linear stochastic fractional heat equationp. 198
Stochastic optimal control and applicationsp. 207
Fractional backward stochastic differential equationsp. 207
A stochastic maximum principlep. 211
Linear quadratic controlp. 216
A minimal variance hedging problemp. 218
Optimal consumption and portfolio in a fractional Black and Scholes marketp. 221
Optimal consumption and portfolio in presence of stochastic volatility driven by fBmp. 232
Local time for fractional Brownian motionp. 239
Local time for fBmp. 239
The chaos expansion of local time for fBmp. 245
Weighted local time for fBmp. 250
A Meyer Tanaka formula for fBmp. 253
A Meyer Tanaka formula for geometric fBmp. 255
Renormalized self-intersection local time for fBmp. 258
Application to financep. 266
Appendixes
Classical Malliavin calculusp. 273
Classical white noise theoryp. 273
Stochastic integrationp. 278
Malliavin derivativep. 281
Notions from fractional calculusp. 285
Fractional calculus on an intervalp. 285
Fractional calculus on the whole real linep. 288
Estimation of Hurst parameterp. 289
Absolute value methodp. 290
Variance Methodp. 290
Variance residuals methodsp. 290
Hurst's rescaled range (R/S) analysisp. 291
Periodogram methodp. 291
Discrete variation methodp. 291
Whittle methodp. 292
Maximum likelihood estimatorp. 293
Quasi maximum likelihood estimatorp. 294
Stochastic differential equations for fractional Brownian motionp. 297
Stochastic differential equations with Wiener integralsp. 297
Stochastic differential equations with pathwise integralsp. 300
Stochastic differential equations via rough path analysisp. 305
Rough path analysisp. 305
Stochastic calculus with rough path analysisp. 306
Referencesp. 309
Index of symbols and notationp. 321
Indexp. 325
Table of Contents provided by Ingram. All Rights Reserved.

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