Description

Book Synopsis
Praise for The Volatility Surface "I'm thrilled by the appearance of Jim Gatheral's new book The Volatility Surface. The literature on stochastic volatility is vast, but difficult to penetrate and use. Gatheral's book, by contrast, is accessible and practical.

Trade Review
“…I do recommend this book…” (Zentralblatt MATH , Vol. 1118 2007/20)

Table of Contents

List of Figures xiii

List of Tables xix

Foreword xxi

Preface xxiii

Acknowledgments xxvii

CHAPTER 1 Stochastic Volatility and Local Volatility 1

Stochastic Volatility 1

Derivation of the Valuation Equation 4

Local Volatility 7

History 7

A Brief Review of Dupire’s Work 8

Derivation of the Dupire Equation 9

Local Volatility in Terms of Implied Volatility 11

Special Case: No Skew 13

Local Variance as a Conditional Expectation of Instantaneous Variance 13

CHAPTER 2 The Heston Model 15

The Process 15

The Heston Solution for European Options 16

A Digression: The Complex Logarithm in the Integration (2.13) 19

Derivation of the Heston Characteristic Function 20

Simulation of the Heston Process 21

Milstein Discretization 22

Sampling from the Exact Transition Law 23

Why the Heston Model Is so Popular 24

CHAPTER 3 The Implied Volatility Surface 25

Getting Implied Volatility from Local Volatilities 25

Model Calibration 25

Understanding Implied Volatility 26

Local Volatility in the Heston Model 31

Ansatz 32

Implied Volatility in the Heston Model 33

The Term Structure of Black-Scholes Implied Volatility in the Heston Model 34

The Black-Scholes Implied Volatility Skew in the Heston Model 35

The SPX Implied Volatility Surface 36

Another Digression: The SVI Parameterization 37

A Heston Fit to the Data 40

Final Remarks on SV Models and Fitting the Volatility Surface 42

CHAPTER 4 The Heston-Nandi Model 43

Local Variance in the Heston-Nandi Model 43

A Numerical Example 44

The Heston-Nandi Density 45

Computation of Local Volatilities 45

Computation of Implied Volatilities 46

Discussion of Results 49

CHAPTER 5 Adding Jumps 50

Why Jumps are Needed 50

Jump Diffusion 52

Derivation of the Valuation Equation 52

Uncertain Jump Size 54

Characteristic Function Methods 56

Lévy Processes 56

Examples of Characteristic Functions for Specific Processes 57

Computing Option Prices from the Characteristic Function 58

Proof of (5.6) 58

Computing Implied Volatility 60

Computing the At-the-Money Volatility Skew 60

How Jumps Impact the Volatility Skew 61

Stochastic Volatility Plus Jumps 65

Stochastic Volatility Plus Jumps in the Underlying Only (SVJ) 65

Some Empirical Fits to the SPX Volatility Surface 66

Stochastic Volatility with Simultaneous Jumps in Stock Price and Volatility (SVJJ) 68

SVJ Fit to the September 15, 2005, SPX Option Data 71

Why the SVJ Model Wins 73

CHAPTER 6 Modeling Default Risk 74

Merton’s Model of Default 74

Intuition 75

Implications for the Volatility Skew 76

Capital Structure Arbitrage 77

Put-Call Parity 77

The Arbitrage 78

Local and Implied Volatility in the Jump-to-Ruin Model 79

The Effect of Default Risk on Option Prices 82

The CreditGrades Model 84

Model Setup 84

Survival Probability 85

Equity Volatility 86

Model Calibration 86

CHAPTER 7 Volatility Surface Asymptotics 87

Short Expirations 87

The Medvedev-Scaillet Result 89

The SABR Model 91

Including Jumps 93

Corollaries 94

Long Expirations: Fouque, Papanicolaou, and Sircar 95

Small Volatility of Volatility: Lewis 96

Extreme Strikes: Roger Lee 97

Example: Black-Scholes 99

Stochastic Volatility Models 99

Asymptotics in Summary 100

CHAPTER 8 Dynamics of the Volatility Surface 101

Dynamics of the Volatility Skew under Stochastic Volatility 101

Dynamics of the Volatility Skew under Local Volatility 102

Stochastic Implied Volatility Models 103

Digital Options and Digital Cliquets 103

Valuing Digital Options 104

Digital Cliquets 104

CHAPTER 9 Barrier Options 107

Definitions 107

Limiting Cases 108

Limit Orders 108

European Capped Calls 109

The Reflection Principle 109

The Lookback Hedging Argument 112

One-Touch Options Again 113

Put-Call Symmetry 113

QuasiStatic Hedging and Qualitative Valuation 114

Out-of-the-Money Barrier Options 114

One-Touch Options 115

Live-Out Options 116

Lookback Options 117

Adjusting for Discrete Monitoring 117

Discretely Monitored Lookback Options 119

Parisian Options 120

Some Applications of Barrier Options 120

Ladders 120

Ranges 120

Conclusion 121

CHAPTER 10 Exotic Cliquets 122

Locally Capped Globally Floored Cliquet 122

Valuation under Heston and Local Volatility Assumptions 123

Performance 124

Reverse Cliquet 125

Valuation under Heston and Local Volatility Assumptions 126

Performance 127

Napoleon 127

Valuation under Heston and Local Volatility Assumptions 128

Performance 130

Investor Motivation 130

More on Napoleons 131

CHAPTER 11 Volatility Derivatives 133

Spanning Generalized European Payoffs 133

Example: European Options 134

Example: Amortizing Options 135

The Log Contract 135

Variance and Volatility Swaps 136

Variance Swaps 137

Variance Swaps in the Heston Model 138

Dependence on Skew and Curvature 138

The Effect of Jumps 140

Volatility Swaps 143

Convexity Adjustment in the Heston Model 144

Valuing Volatility Derivatives 146

Fair Value of the Power Payoff 146

The Laplace Transform of Quadratic Variation under Zero Correlation 147

The Fair Value of Volatility under Zero Correlation 149

A Simple Lognormal Model 151

Options on Volatility: More on Model Independence 154

Listed Quadratic-Variation Based Securities 156

The VIX Index 156

VXB Futures 158

Knock-on Benefits 160

Summary 161

Postscript 162

Bibliography 163

Index 169

The Volatility Surface A Practitioners Guide

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A Hardback by Jim Gatheral, Nassim Nicholas Taleb

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    View other formats and editions of The Volatility Surface A Practitioners Guide by Jim Gatheral

    Publisher: John Wiley & Sons Inc
    Publication Date: 05/09/2006
    ISBN13: 9780471792512, 978-0471792512
    ISBN10: 0471792519

    Description

    Book Synopsis
    Praise for The Volatility Surface "I'm thrilled by the appearance of Jim Gatheral's new book The Volatility Surface. The literature on stochastic volatility is vast, but difficult to penetrate and use. Gatheral's book, by contrast, is accessible and practical.

    Trade Review
    “…I do recommend this book…” (Zentralblatt MATH , Vol. 1118 2007/20)

    Table of Contents

    List of Figures xiii

    List of Tables xix

    Foreword xxi

    Preface xxiii

    Acknowledgments xxvii

    CHAPTER 1 Stochastic Volatility and Local Volatility 1

    Stochastic Volatility 1

    Derivation of the Valuation Equation 4

    Local Volatility 7

    History 7

    A Brief Review of Dupire’s Work 8

    Derivation of the Dupire Equation 9

    Local Volatility in Terms of Implied Volatility 11

    Special Case: No Skew 13

    Local Variance as a Conditional Expectation of Instantaneous Variance 13

    CHAPTER 2 The Heston Model 15

    The Process 15

    The Heston Solution for European Options 16

    A Digression: The Complex Logarithm in the Integration (2.13) 19

    Derivation of the Heston Characteristic Function 20

    Simulation of the Heston Process 21

    Milstein Discretization 22

    Sampling from the Exact Transition Law 23

    Why the Heston Model Is so Popular 24

    CHAPTER 3 The Implied Volatility Surface 25

    Getting Implied Volatility from Local Volatilities 25

    Model Calibration 25

    Understanding Implied Volatility 26

    Local Volatility in the Heston Model 31

    Ansatz 32

    Implied Volatility in the Heston Model 33

    The Term Structure of Black-Scholes Implied Volatility in the Heston Model 34

    The Black-Scholes Implied Volatility Skew in the Heston Model 35

    The SPX Implied Volatility Surface 36

    Another Digression: The SVI Parameterization 37

    A Heston Fit to the Data 40

    Final Remarks on SV Models and Fitting the Volatility Surface 42

    CHAPTER 4 The Heston-Nandi Model 43

    Local Variance in the Heston-Nandi Model 43

    A Numerical Example 44

    The Heston-Nandi Density 45

    Computation of Local Volatilities 45

    Computation of Implied Volatilities 46

    Discussion of Results 49

    CHAPTER 5 Adding Jumps 50

    Why Jumps are Needed 50

    Jump Diffusion 52

    Derivation of the Valuation Equation 52

    Uncertain Jump Size 54

    Characteristic Function Methods 56

    Lévy Processes 56

    Examples of Characteristic Functions for Specific Processes 57

    Computing Option Prices from the Characteristic Function 58

    Proof of (5.6) 58

    Computing Implied Volatility 60

    Computing the At-the-Money Volatility Skew 60

    How Jumps Impact the Volatility Skew 61

    Stochastic Volatility Plus Jumps 65

    Stochastic Volatility Plus Jumps in the Underlying Only (SVJ) 65

    Some Empirical Fits to the SPX Volatility Surface 66

    Stochastic Volatility with Simultaneous Jumps in Stock Price and Volatility (SVJJ) 68

    SVJ Fit to the September 15, 2005, SPX Option Data 71

    Why the SVJ Model Wins 73

    CHAPTER 6 Modeling Default Risk 74

    Merton’s Model of Default 74

    Intuition 75

    Implications for the Volatility Skew 76

    Capital Structure Arbitrage 77

    Put-Call Parity 77

    The Arbitrage 78

    Local and Implied Volatility in the Jump-to-Ruin Model 79

    The Effect of Default Risk on Option Prices 82

    The CreditGrades Model 84

    Model Setup 84

    Survival Probability 85

    Equity Volatility 86

    Model Calibration 86

    CHAPTER 7 Volatility Surface Asymptotics 87

    Short Expirations 87

    The Medvedev-Scaillet Result 89

    The SABR Model 91

    Including Jumps 93

    Corollaries 94

    Long Expirations: Fouque, Papanicolaou, and Sircar 95

    Small Volatility of Volatility: Lewis 96

    Extreme Strikes: Roger Lee 97

    Example: Black-Scholes 99

    Stochastic Volatility Models 99

    Asymptotics in Summary 100

    CHAPTER 8 Dynamics of the Volatility Surface 101

    Dynamics of the Volatility Skew under Stochastic Volatility 101

    Dynamics of the Volatility Skew under Local Volatility 102

    Stochastic Implied Volatility Models 103

    Digital Options and Digital Cliquets 103

    Valuing Digital Options 104

    Digital Cliquets 104

    CHAPTER 9 Barrier Options 107

    Definitions 107

    Limiting Cases 108

    Limit Orders 108

    European Capped Calls 109

    The Reflection Principle 109

    The Lookback Hedging Argument 112

    One-Touch Options Again 113

    Put-Call Symmetry 113

    QuasiStatic Hedging and Qualitative Valuation 114

    Out-of-the-Money Barrier Options 114

    One-Touch Options 115

    Live-Out Options 116

    Lookback Options 117

    Adjusting for Discrete Monitoring 117

    Discretely Monitored Lookback Options 119

    Parisian Options 120

    Some Applications of Barrier Options 120

    Ladders 120

    Ranges 120

    Conclusion 121

    CHAPTER 10 Exotic Cliquets 122

    Locally Capped Globally Floored Cliquet 122

    Valuation under Heston and Local Volatility Assumptions 123

    Performance 124

    Reverse Cliquet 125

    Valuation under Heston and Local Volatility Assumptions 126

    Performance 127

    Napoleon 127

    Valuation under Heston and Local Volatility Assumptions 128

    Performance 130

    Investor Motivation 130

    More on Napoleons 131

    CHAPTER 11 Volatility Derivatives 133

    Spanning Generalized European Payoffs 133

    Example: European Options 134

    Example: Amortizing Options 135

    The Log Contract 135

    Variance and Volatility Swaps 136

    Variance Swaps 137

    Variance Swaps in the Heston Model 138

    Dependence on Skew and Curvature 138

    The Effect of Jumps 140

    Volatility Swaps 143

    Convexity Adjustment in the Heston Model 144

    Valuing Volatility Derivatives 146

    Fair Value of the Power Payoff 146

    The Laplace Transform of Quadratic Variation under Zero Correlation 147

    The Fair Value of Volatility under Zero Correlation 149

    A Simple Lognormal Model 151

    Options on Volatility: More on Model Independence 154

    Listed Quadratic-Variation Based Securities 156

    The VIX Index 156

    VXB Futures 158

    Knock-on Benefits 160

    Summary 161

    Postscript 162

    Bibliography 163

    Index 169

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