A Family of Maximum Entropy Densities Matching Call Option Prices

A Family of Maximum Entropy Densities Matching Call Option Prices
Author :
Publisher :
Total Pages : 27
Release :
ISBN-10 : OCLC:1308845030
ISBN-13 :
Rating : 4/5 (30 Downloads)

Book Synopsis A Family of Maximum Entropy Densities Matching Call Option Prices by : Cassio Neri

Download or read book A Family of Maximum Entropy Densities Matching Call Option Prices written by Cassio Neri and published by . This book was released on 2014 with total page 27 pages. Available in PDF, EPUB and Kindle. Book excerpt: We investigate the position of the Buchen-Kelly density in the family of entropy maximising densities from Neri & Schneider (2012) which all match European call option prices for a given maturity observed in the market. Using the Legendre transform which links the entropy function and the cumulant generating function, we show that it is both the unique continuous density in this family and the one with the greatest entropy. We present a fast root-finding algorithm that can be used to calculate the Buchen-Kelly density, and give upper boundaries for three different discrepancies that can be used as convergence criteria. Given the call prices, arbitrage-free digital prices at the same strikes can only move within upper and lower boundaries given by left and right call spreads. As the number of call prices increases, these bounds become tighter, and we give two examples where the densities converge to the Buchen-Kelly density in the sense of relative entropy when we use centered call spreads as proxies for digital prices. As pointed out by Breeden and Litzenberger, in the limit a continuous set of call prices completely determines the density.


A Family of Maximum Entropy Densities Matching Call Option Prices Related Books

A Family of Maximum Entropy Densities Matching Call Option Prices
Language: en
Pages: 27
Authors: Cassio Neri
Categories:
Type: BOOK - Published: 2014 - Publisher:

DOWNLOAD EBOOK

We investigate the position of the Buchen-Kelly density in the family of entropy maximising densities from Neri & Schneider (2012) which all match European call
American-Type Options
Language: en
Pages: 572
Authors: Dmitrii S. Silvestrov
Categories: Mathematics
Type: BOOK - Published: 2014-12-17 - Publisher: Walter de Gruyter GmbH & Co KG

DOWNLOAD EBOOK

The book gives a systematical presentation of stochastic approximation methods for discrete time Markov price processes. Advanced methods combining backward rec
The Impact of the Prior Density on a Minimum Relative Entropy Density
Language: en
Pages: 25
Authors: Cassio Neri
Categories:
Type: BOOK - Published: 2014 - Publisher:

DOWNLOAD EBOOK

We study the problem of finding probability densities that match given European call option prices. To allow prior information about such a density to be taken
The Maximum Entropy Distribution of an Asset Inferred from Option Prices
Language: en
Pages:
Authors: Peter W. Buchen
Categories:
Type: BOOK - Published: 2000 - Publisher:

DOWNLOAD EBOOK

This paper describes the application of the Principle of Maximum Entropy to the estimation of the distribution of an underlying asset from a set of option price
Implementing the Principle of Maximum Entropy in Option Pricing
Language: en
Pages: 258
Authors: Weiyu Guo
Categories: Options (Finance)
Type: BOOK - Published: 1999 - Publisher:

DOWNLOAD EBOOK

The Black-Scholes option pricing model has been the foundation of option pricing analysis. Yet as well known as the model itself, its empirical deficiencies are