FX Options and Smile Risk

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Publisher :
ISBN 13 : 9781119207085
Total Pages : pages
Book Rating : 4.2/5 (7 download)

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Book Synopsis FX Options and Smile Risk by : Antonio Castagna

Download or read book FX Options and Smile Risk written by Antonio Castagna and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The FX options market represents one of the most liquid and strongly competitive markets in the world, and features many technical subtleties that can seriously harm the uninformed and unaware trader. This book is a unique guide to running an FX options book from the market maker perspective. Striking a balance between mathematical rigour and market practice and written by experienced practitioner Antonio Castagna, the book shows readers how to correctly build an entire volatility surface from the market prices of the main structures. Starting with the basic conventions related to the main FX deals and the basic traded structures of FX options, the book gradually introduces the main tools to cope with the FX volatility risk. It then goes on to review the main concepts of option pricing theory and their application within a Black-Scholes economy and a stochastic volatility environment. The book also introduces models that can be implemented to price and manage FX options before examining the effects of volatility on the profits and losses arising from the hedging activity. Coverage includes:ul type="disc"lihow the Black-Scholes model is used in professional trading activitylithe most suitable stochastic volatility modelslisources of profit and loss from the Delta and volatility hedging activitylifundamental concepts of smile hedginglimajor market approaches and variations of the Vanna-Volga methodlivolatility-related Greeks in the Black-Scholes modellipricing of plain vanilla options, digital options, barrier options and the less well known exotic optionslitools for monitoring the main risks of an FX options' book/ul The book is accompanied by a CD Rom featuring models in VBA, demonstrating many of the approaches described in the book.

FX Options and Smile Risk

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Publisher : John Wiley & Sons
ISBN 13 : 0470684933
Total Pages : 324 pages
Book Rating : 4.4/5 (76 download)

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Book Synopsis FX Options and Smile Risk by : Antonio Castagna

Download or read book FX Options and Smile Risk written by Antonio Castagna and published by John Wiley & Sons. This book was released on 2010-02-12 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: The FX options market represents one of the most liquid and strongly competitive markets in the world, and features many technical subtleties that can seriously harm the uninformed and unaware trader. This book is a unique guide to running an FX options book from the market maker perspective. Striking a balance between mathematical rigour and market practice and written by experienced practitioner Antonio Castagna, the book shows readers how to correctly build an entire volatility surface from the market prices of the main structures. Starting with the basic conventions related to the main FX deals and the basic traded structures of FX options, the book gradually introduces the main tools to cope with the FX volatility risk. It then goes on to review the main concepts of option pricing theory and their application within a Black-Scholes economy and a stochastic volatility environment. The book also introduces models that can be implemented to price and manage FX options before examining the effects of volatility on the profits and losses arising from the hedging activity. Coverage includes: how the Black-Scholes model is used in professional trading activity the most suitable stochastic volatility models sources of profit and loss from the Delta and volatility hedging activity fundamental concepts of smile hedging major market approaches and variations of the Vanna-Volga method volatility-related Greeks in the Black-Scholes model pricing of plain vanilla options, digital options, barrier options and the less well known exotic options tools for monitoring the main risks of an FX options’ book The book is accompanied by a CD Rom featuring models in VBA, demonstrating many of the approaches described in the book.

FX Option Performance

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Publisher : John Wiley & Sons
ISBN 13 : 1118793277
Total Pages : 264 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis FX Option Performance by : Jessica James

Download or read book FX Option Performance written by Jessica James and published by John Wiley & Sons. This book was released on 2015-04-23 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: Get the little known – yet crucial – facts about FX options Daily turnover in FX options is an estimated U.S. $ 207 billion, but many fundamental facts about this huge and liquid market are generally unknown. FX Option Performance provides the information practitioners need to be more effective in the market, with detailed, specific guidance. This book is a unique and practical guide to option trading, with the courage to report how much these contracts have really made or lost. Breaking free from the typical focus on theories and generalities, this book gets specific – travelling back in history to show exactly how options performed in different markets and thereby helping investors and hedgers alike make more informed decisions. Not overly technical, the rigorous approach remains accessible to anyone with an interest in the area, showing investors where to look for value and helping corporations hedge their FX exposures. FX Option Performance begins with a quick and practical introduction to the FX option market, then provides specific advice toward structures, performance, rate fluctuation, and trading strategies. Examine the historical payoffs to the most popular and liquidly traded options Learn which options are overvalued and which are undervalued Discover surprising, generally unpublished facts about emerging markets Examine systemic option trading strategies to find what works and what doesn't On average, do options result in profit, loss, or breaking even? How can corporations more cost-effectively hedge their exposure to emerging markets? Are cheap out-of-the-money options worth it?

FX Barrier Options

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Publisher : Springer
ISBN 13 : 1137462752
Total Pages : 274 pages
Book Rating : 4.1/5 (374 download)

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Book Synopsis FX Barrier Options by : Zareer Dadachanji

Download or read book FX Barrier Options written by Zareer Dadachanji and published by Springer. This book was released on 2016-04-29 with total page 274 pages. Available in PDF, EPUB and Kindle. Book excerpt: Barrier options are a class of highly path-dependent exotic options which present particular challenges to practitioners in all areas of the financial industry. They are traded heavily as stand-alone contracts in the Foreign Exchange (FX) options market, their trading volume being second only to that of vanilla options. The FX options industry has correspondingly shown great innovation in this class of products and in the models that are used to value and risk-manage them. FX structured products commonly include barrier features, and in order to analyse the effects that these features have on the overall structured product, it is essential first to understand how individual barrier options work and behave. FX Barrier Options takes a quantitative approach to barrier options in FX environments. Its primary perspectives are those of quantitative analysts, both in the front office and in control functions. It presents and explains concepts in a highly intuitive manner throughout, to allow quantitatively minded traders, structurers, marketers, salespeople and software engineers to acquire a more rigorous analytical understanding of these products. The book derives, demonstrates and analyses a wide range of models, modelling techniques and numerical algorithms that can be used for constructing valuation models and risk-management methods. Discussions focus on the practical realities of the market and demonstrate the behaviour of models based on real and recent market data across a range of currency pairs. It furthermore offers a clear description of the history and evolution of the different types of barrier options, and elucidates a great deal of industry nomenclature and jargon.

Foreign Exchange Option Pricing

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Publisher : John Wiley & Sons
ISBN 13 : 0470683686
Total Pages : 308 pages
Book Rating : 4.4/5 (76 download)

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Book Synopsis Foreign Exchange Option Pricing by : Iain J. Clark

Download or read book Foreign Exchange Option Pricing written by Iain J. Clark and published by John Wiley & Sons. This book was released on 2011-01-18 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers foreign exchange options from the point of view of the finance practitioner. It contains everything a quant or trader working in a bank or hedge fund would need to know about the mathematics of foreign exchange—not just the theoretical mathematics covered in other books but also comprehensive coverage of implementation, pricing and calibration. With content developed with input from traders and with examples using real-world data, this book introduces many of the more commonly requested products from FX options trading desks, together with the models that capture the risk characteristics necessary to price these products accurately. Crucially, this book describes the numerical methods required for calibration of these models – an area often neglected in the literature, which is nevertheless of paramount importance in practice. Thorough treatment is given in one unified text to the following features: Correct market conventions for FX volatility surface construction Adjustment for settlement and delayed delivery of options Pricing of vanillas and barrier options under the volatility smile Barrier bending for limiting barrier discontinuity risk near expiry Industry strength partial differential equations in one and several spatial variables using finite differences on nonuniform grids Fourier transform methods for pricing European options using characteristic functions Stochastic and local volatility models, and a mixed stochastic/local volatility model Three-factor long-dated FX model Numerical calibration techniques for all the models in this work The augmented state variable approach for pricing strongly path-dependent options using either partial differential equations or Monte Carlo simulation Connecting mathematically rigorous theory with practice, this is the essential guide to foreign exchange options in the context of the real financial marketplace.

Foreign Exchange Option Pricing

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119978602
Total Pages : 308 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis Foreign Exchange Option Pricing by : Iain J. Clark

Download or read book Foreign Exchange Option Pricing written by Iain J. Clark and published by John Wiley & Sons. This book was released on 2011-10-20 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers foreign exchange options from the point of view of the finance practitioner. It contains everything a quant or trader working in a bank or hedge fund would need to know about the mathematics of foreign exchange—not just the theoretical mathematics covered in other books but also comprehensive coverage of implementation, pricing and calibration. With content developed with input from traders and with examples using real-world data, this book introduces many of the more commonly requested products from FX options trading desks, together with the models that capture the risk characteristics necessary to price these products accurately. Crucially, this book describes the numerical methods required for calibration of these models – an area often neglected in the literature, which is nevertheless of paramount importance in practice. Thorough treatment is given in one unified text to the following features: Correct market conventions for FX volatility surface construction Adjustment for settlement and delayed delivery of options Pricing of vanillas and barrier options under the volatility smile Barrier bending for limiting barrier discontinuity risk near expiry Industry strength partial differential equations in one and several spatial variables using finite differences on nonuniform grids Fourier transform methods for pricing European options using characteristic functions Stochastic and local volatility models, and a mixed stochastic/local volatility model Three-factor long-dated FX model Numerical calibration techniques for all the models in this work The augmented state variable approach for pricing strongly path-dependent options using either partial differential equations or Monte Carlo simulation Connecting mathematically rigorous theory with practice, this is the essential guide to foreign exchange options in the context of the real financial marketplace.

FX Options and Structured Products

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Publisher : John Wiley & Sons
ISBN 13 : 111847113X
Total Pages : 649 pages
Book Rating : 4.1/5 (184 download)

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Book Synopsis FX Options and Structured Products by : Uwe Wystup

Download or read book FX Options and Structured Products written by Uwe Wystup and published by John Wiley & Sons. This book was released on 2017-06-30 with total page 649 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advanced Guidance to Excelling in the FX Market Once you have a textbook understanding of money market and foreign exchange products, turn to FX Options and Structured Products, Second Edition, for the beyond-vanilla options strategies and traded deals proven superior in today’s post-credit crisis trading environment. With the thoroughness and balance of theory and practice only Uwe Wystup can deliver, this fully revised edition offers authoritative solutions for the real world in an easy-to-access format. See how specific products actually work through detailed case studies featuring clear examples of FX options, common structures and custom solutions. This complete resource is both a wellspring of ideas and a hands-on guide to structuring and executing your own strategies. Distinguish yourself with a valued skillset by: Working through practical and thought-provoking challenges in more than six dozen exercises, all with complete solutions in a companion volume Gaining a working knowledge of the latest, most popular products, including accumulators, kikos, target forwards and more Getting close to the everyday realities of the FX derivatives market through new, illuminating case studies for corporates, municipalities and private banking FX Options and Structured Products, Second Edition is your go-to road map to the exotic options in FX derivatives.

Volatility Smile for FX Options

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Publisher :
ISBN 13 :
Total Pages : 108 pages
Book Rating : 4.:/5 (897 download)

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Book Synopsis Volatility Smile for FX Options by : Luis Murra Sánchez

Download or read book Volatility Smile for FX Options written by Luis Murra Sánchez and published by . This book was released on 2014 with total page 108 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Volatility Smile and Risk Neutral Density for FX Options

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Publisher :
ISBN 13 :
Total Pages : 48 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis Volatility Smile and Risk Neutral Density for FX Options by : Luis Murra

Download or read book Volatility Smile and Risk Neutral Density for FX Options written by Luis Murra and published by . This book was released on 2017 with total page 48 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper provides a number of relevant guidelines to build a consistent Volatility Smile accounting for the FX market conventions. This consistency is understood as fitting a model which is able to price vanilla options across all possible strikes given the knowledge of a few market structures. To that end, the following models are introduced: Vanna-Volga, SABR, and a Quadratic Polynomial. In addition, the Risk Neutral Density is estimated with the first two models. It is shown that not accounting for such conventions can lead to signicant errors in the estimations.These methods can find important applications in risk management, portfolio selection, and financial event studies.

FX Derivatives Trader School

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Publisher : John Wiley & Sons
ISBN 13 : 1118967453
Total Pages : 629 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis FX Derivatives Trader School by : Giles Jewitt

Download or read book FX Derivatives Trader School written by Giles Jewitt and published by John Wiley & Sons. This book was released on 2015-06-29 with total page 629 pages. Available in PDF, EPUB and Kindle. Book excerpt: An essential guide to real-world derivatives trading FX Derivatives Trader School is the definitive guide to the technical and practical knowledge required for successful foreign exchange derivatives trading. Accessible in style and comprehensive in coverage, the book guides the reader through both basic and advanced derivative pricing and risk management topics. The basics of financial markets and trading are covered, plus practical derivatives mathematics is introduced with reference to real-world trading and risk management. Derivative contracts are covered in detail from a trader's perspective using risk profiles and pricing under different derivative models. Analysis is approached generically to enable new products to be understood by breaking the risk into fundamental building blocks. To assist with learning, the book also contains Excel practicals which will deepen understanding and help build useful skills. The book covers of a wide variety of topics, including: Derivative exposures within risk management Volatility surface construction Implied volatility and correlation risk Practical tips for students on trading internships and junior traders Market analysis techniques FX derivatives trading requires mathematical aptitude, risk management skill, and the ability to work quickly and accurately under pressure. There is a tremendous gap between option pricing formulas and the knowledge required to be a successful derivatives trader. FX Derivatives Trader School is unique in bridging that gap.

FX Options and Structured Products

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Publisher : John Wiley & Sons
ISBN 13 : 1118471067
Total Pages : 472 pages
Book Rating : 4.1/5 (184 download)

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Book Synopsis FX Options and Structured Products by : Uwe Wystup

Download or read book FX Options and Structured Products written by Uwe Wystup and published by John Wiley & Sons. This book was released on 2017-08-28 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advanced Guidance to Excelling in the FX Market Once you have a textbook understanding of money market and foreign exchange products, turn to FX Options and Structured Products, Second Edition, for the beyond-vanilla options strategies and traded deals proven superior in today’s post-credit crisis trading environment. With the thoroughness and balance of theory and practice only Uwe Wystup can deliver, this fully revised edition offers authoritative solutions for the real world in an easy-to-access format. See how specific products actually work through detailed case studies featuring clear examples of FX options, common structures and custom solutions. This complete resource is both a wellspring of ideas and a hands-on guide to structuring and executing your own strategies. Distinguish yourself with a valued skillset by: Working through practical and thought-provoking challenges in more than six dozen exercises, all with complete solutions in a companion volume Gaining a working knowledge of the latest, most popular products, including accumulators, kikos, target forwards and more Getting close to the everyday realities of the FX derivatives market through new, illuminating case studies for corporates, municipalities and private banking FX Options and Structured Products, Second Edition is your go-to road map to the exotic options in FX derivatives.

American Binary FX Options

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Publisher :
ISBN 13 :
Total Pages : 282 pages
Book Rating : 4.:/5 (93 download)

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Book Synopsis American Binary FX Options by : Kurt Smith

Download or read book American Binary FX Options written by Kurt Smith and published by . This book was released on 2010 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: [Truncated abstract] There is no universally accepted benchmark model for pricing exotic FX options to market, such as that for European vanilla FX options. The use of not only different models but also of different methodologies, results in widely dispersed model-dependent exotic option prices for any given set of market and contract inputs. The severity of the resultant model price dispersion is strong evidence of model risk. Model risk is especially acute for price-makers in sell-side banks who, owing to the heterogeneity of over-the-counter (OTC) exotic options, do not have actual traded daily closing mark-to-market prices for all exotic options in their book, and so must mark-to-model instead. If the model does not perform well, it will not reflect market reality, and neither will the reported daily profit and loss. Given that sell-side banks use models throughout the price-making process, from pricing market risk to identifying hedging strategies, defining risk limits, reporting to key stakeholders internally and externally, as well as determining trader bonuses and Basel II capital retention levels, model risk is an important consideration in the OTC exotic option space. The orthodox response to model risk is price centric. Orthodoxy develops models that rely on complex and esoteric mathematics in order to improve pricing accuracy, even if it results in models that are opaque and inaccessible to most price-makers and risk managers who use them. In contrast, this research focuses on hedging strategies. This is because price-makers, irrespective of the model used to price, hedge unwanted imbalances in exotic FX option risk with liquid, traded European vanilla FX option strategies like butterflies and risk reversals. Since price-maker hedging activity is relatively model-independent, whereas price is highly model-dependent, it follows that the actual hedging behaviour of price-makers should dictate the form of the pricing model if model risk is to be minimised. In this context, the traded vanilla volatility surface is only relevant to exotic option prices insofar as it prices the cost of a traded hedge. Since it is not possible, let alone practical to trade a whole-of-volatility-surface hedge, there is no economic substance to bind orthodoxy s whole-of-volatility-surface calibrations to traded exotic option prices. This research presents a variant of the vanna-volga model which, in addition to pricing smile risk and skew risk, also prices term risk, which is the risk that an exotic option terminates prior to expiry owing to the spot price trading at or through a barrier price. The model presented here uniquely prices to market the cost of a European vanilla FX option hedge portfolio that matures at the exotic FX option s expected stopping time, instead of at the expiration date like other vanna-volga models. By expiring at the exotic option s expected stopping time, the hedge uniquely prices the non-trivial term structure that is present not only in the level of volatility, but also in its smile and skew. Why price the cost of expensive long-dated butterflies if the exotic option is expected to terminate sooner, leaving a residual butterfly open position that has to be unwound...

Options on Foreign Exchange

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Publisher : John Wiley & Sons
ISBN 13 : 1118097564
Total Pages : 290 pages
Book Rating : 4.1/5 (18 download)

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Book Synopsis Options on Foreign Exchange by : David F. DeRosa

Download or read book Options on Foreign Exchange written by David F. DeRosa and published by John Wiley & Sons. This book was released on 2011-07-05 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: A comprehensive guide to the world's largest financial market Foreign exchange is the world's largest financial market and continues to grow at a rapid pace. As economies intertwine and currencies fluctuate there is hardly a corporate entity that doesn't need to use options on foreign exchange to hedge risk or increase returns. Moreover, currency options, both vanilla and exotic, are part of standard toolkit of professional portfolio managers and hedge funds. Written by a practitioner with real-world experience in this field, the Third Edition of Options on Foreign Exchange opens with a substantive discussion of the spot and forward foreign exchange market and the mechanics of trading currency options. The Black-Scholes-Merton option-pricing model as applied to currency options is also covered, along with an examination of currency futures options. Throughout the book, author David DeRosa addresses the essential elements of this discipline and prepares you for the various challenges you could face. Updates new developments in the foreign exchange markets, particularly regarding the volatility surface Includes expanded coverage of the currency crises and capital controls, electronic trading, forward contracts, exotic options, and more Employs real-world terminology so you can a firm understanding of this dynamic marketplace The only way to truly succeed in today's foreign exchange market is by becoming more familiar with currency options. The Third Edition of Options on Foreign Exchange will help you achieve this goal and put you in better position to make more profitable decisions in this arena.

The Volatility Smile

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Publisher : John Wiley & Sons
ISBN 13 : 1118959167
Total Pages : 528 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis The Volatility Smile by : Emanuel Derman

Download or read book The Volatility Smile written by Emanuel Derman and published by John Wiley & Sons. This book was released on 2016-09-06 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Volatility Smile The Black-Scholes-Merton option model was the greatest innovation of 20th century finance, and remains the most widely applied theory in all of finance. Despite this success, the model is fundamentally at odds with the observed behavior of option markets: a graph of implied volatilities against strike will typically display a curve or skew, which practitioners refer to as the smile, and which the model cannot explain. Option valuation is not a solved problem, and the past forty years have witnessed an abundance of new models that try to reconcile theory with markets. The Volatility Smile presents a unified treatment of the Black-Scholes-Merton model and the more advanced models that have replaced it. It is also a book about the principles of financial valuation and how to apply them. Celebrated author and quant Emanuel Derman and Michael B. Miller explain not just the mathematics but the ideas behind the models. By examining the foundations, the implementation, and the pros and cons of various models, and by carefully exploring their derivations and their assumptions, readers will learn not only how to handle the volatility smile but how to evaluate and build their own financial models. Topics covered include: The principles of valuation Static and dynamic replication The Black-Scholes-Merton model Hedging strategies Transaction costs The behavior of the volatility smile Implied distributions Local volatility models Stochastic volatility models Jump-diffusion models The first half of the book, Chapters 1 through 13, can serve as a standalone textbook for a course on option valuation and the Black-Scholes-Merton model, presenting the principles of financial modeling, several derivations of the model, and a detailed discussion of how it is used in practice. The second half focuses on the behavior of the volatility smile, and, in conjunction with the first half, can be used for as the basis for a more advanced course.

FX Options Markets and Smiles

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Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (93 download)

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Book Synopsis FX Options Markets and Smiles by :

Download or read book FX Options Markets and Smiles written by and published by . This book was released on 2004 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Consistent Pricing of FX Options

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Publisher :
ISBN 13 :
Total Pages : 15 pages
Book Rating : 4.:/5 (129 download)

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Book Synopsis Consistent Pricing of FX Options by : Antonio Castagna

Download or read book Consistent Pricing of FX Options written by Antonio Castagna and published by . This book was released on 2006 with total page 15 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the current markets, options with different strikes or maturities are usually priced with different implied volatilities. This stylized fact, which is commonly referred to asfsmile effect, can be accommodated by resorting to specific models, either for pricing exotic derivatives or for inferring implied volatilities for non quoted strikes or maturities. The former task is typically achieved by introducing alternative dynamics for the underlying asset price, whereas the latter is often tackled by means of statical adjustments or interpolations.In this article, we deal with this latter issue and analyze a possible solution in a foreign exchange (FX) option market. In such a market, in fact, there are only three active quotes for each market maturity (the 0Delta straddle, the risk reversal and the vega-weighted butterfly), thus presenting us with the problem of a consistent determination of the otherimplied volatilities.FX brokers and market makers typically address this issue by using an empirical procedure to construct the whole smile for a given maturity. Volatility quotes are then provided in terms of the option's Delta, for ranges from the 5Delta put to the 5Delta call.In the following, we will review this market procedure for a given currency. In particular, we will derive closed-form formulas so as to render its construction more explicit. We will then test the robustness (in a static sense) of the resulting smile, in that changing consistently the three initial pairs of strike and volatility produces eventually the same implied volatility curve. We will also show that the same procedure applied to Europeanstyle claims is consistent with static-replication results and consider, as an example, the practical case of a quanto European option. We will finally prove that the market procedure can also be justified in dynamical terms, by defining a hedging strategy that is locally replicating and self-financing.

The Main Risks of an FX Options Portfolio, Some Untimely Considerations of an Option Trader

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Publisher :
ISBN 13 :
Total Pages : 19 pages
Book Rating : 4.:/5 (129 download)

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Book Synopsis The Main Risks of an FX Options Portfolio, Some Untimely Considerations of an Option Trader by : Antonio Castagna

Download or read book The Main Risks of an FX Options Portfolio, Some Untimely Considerations of an Option Trader written by Antonio Castagna and published by . This book was released on 2005 with total page 19 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this document we study the risks of an FX options portfolio; we will focus on which, we think, are the main sources of risk. Besides, we analyze also the relationships between the underlying assets' price and the (possibly stochastic) volatility. Some practical suggestions will be proposed to calculate the total (combined asset's price-volatility) VAR of a portfolio, taking into account the smile and the skew of the volatility matrix by means of an Uncertain Volatility Model.