Volume 1...
About the Editor
About the Authors
Foreword
Introduction
PART I AN INTRODUCTION TO BAYESIAN ANALYSIS
1 On Bayesian Data Analysis
Christian P. Robert, Judith Rousseau
Université Paris-Dauphine
2 On Computational Tools for Bayesian Data Analysis
Christian P. Robert; Jean-Michel Marin
Université Paris-Dauphine; Université Montpellier 2
3 Bayesian Analysis of the Normal Regression Model
Ioannis Ntzoufras
Athens University of Economics and Business
4 Market Correlations in the Euro Changeover Period with a View to Portfolio Management
Gernot Müller
Technische Universität München
5 Robustification of Bayesian Portfolio Allocation
Katrin Schöttle; Ralf Werner; Rudi Zagst
MEAG MUNICH ERGO AssetManagement GmbH; Deutsche Pfandbriefbank AG; Technische Universität München
PART II EXPERT JUDGEMENT
6 Eliciting Univariate Probability Distributions
Jeremy E. Oakley
University of Sheffield
7 Eliciting Multivariate Probability Distributions
Alireza Daneshkhah; Jeremy E. Oakley
University of Strathclyde; University of Sheffield
8 Multiple Dependent Experts’ Opinions: An Illustration from Operational-Risk Measurement
Jean-Philippe Peters
Deloitte
PART III STRESS TESTING, DEPENDENCE MODELLING, RISK AGGREGATION AND ALLOCATION
9 A Bayesian Approach to Coherent Stress Testing
Riccardo Rebonato
Royal Bank of Scotland, Risk Management and Quantitative Analytics, Oxford University, Imperial College, London
10 The Limits of Securitisation: Micro-correlations, Fat Tails and Tail Dependence
Carolyn Kousky; Roger M. Cooke
Resources for the Future; Resources for the Future and Delft University of Technology
11 Vines and Continuous Non-parametric Bayesian Belief Nets with Emphasis on Model Learning
Dorota Kurowicka; Roger M. Cooke
Delft University of Technology; Resources for the Future and Delft University of Technology
12 Bayesian Risk Aggregation: Correlation Uncertainty and Expert Judgement
Klaus Böcker, Alessandra Crimmi; Holger Fink
Risk Analytics and Methods, UniCredit Group; Technische Universität München
13 Bayesian Approaches for Portfolio Construction: A Review
Daniel Giamouridis
Athens University of Economics and Business and Cass Business School
PART IV REPORTING, DECISION MAKING AND REGULATION
14 Regulators under Uncertainty: The Impact of Model Uncertainty and Information Asymmetry
An Chen; Xia Su
University of Bonn; Commerzbank
15 The Psychology of Risk Management
Gaëlle Villejoubert, Frédéric Vallée-Tourangeau
Kingston University
16 What Is Risk? Towards a Unifying Approach
Terje Aven
University of Stavanger, Norway
17 Amalgamating Bayesian Experts: A Sceptical View
Joseph B. Kadane
Carnegie Mellon University
18 The Model and the Manager: Risks Identified and Resolved?
Sebastian Fritz-Morgenthal
HSH Nordbank, Hamburg
19 Re-Thinking Valuation: The Credit Crisis, Illiquid Markets and Model Risk
Dan Rosen
R2 Financial Technologies
20 Why Banks Failed the Stress Test
Andrew G. Haldane
Bank of England
Volume II...
About the Editor
About the Authors
Introduction
PART I MARKET RISK AND FINANCIAL TIME SERIES
1 Efficient Bayesian Estimation and Combination of Garch-Type Models
David Ardia; Lennart F. Hoogerheide
aeris CAPITALAG Switzerland; Erasmus University Rotterdam
2 Bayesian Inference for Stochastic Volatility Modelling
Hedibert F. Lopes, Nicholas G. Polson
The University of Chicago Booth School of Business
3 Bayesian Prediction of Risk Measurements Using Copulas
Maria Concepcion Ausin; Hedibert Freitas Lopes
Universidad Carlos III de Madrid; University of Chicago Booth School of Business
4 Bayesian Inference for Hedge Funds with Stable Distribution of Returns
Biliana Güner; Svetlozar T. Rachev; Daniel Edelman; Frank J. Fabozzi
Yeditepe University; FinAnalytica; UBS Alternative and Quantitative Investments LLC; Yale School of Management
5 Model Uncertainty and Its Impact on Derivative Pricing
Alok Gupta, Christoph Reisinger, Alan Whitley
University of Oxford
PART II CREDIT RISK
6 Predictions Based on Certain Uncertainties: A Bayesian Credit Portfolio Approach
Christoff Gössl
UniCredit
7 Uncertainty in Credit Risk Parameters and Its Implication on Risk Figures
Christina R. Bender; Ludger Overbeck
d-fine GmbH; University of Giessen
8 Lessons from the Crisis in Mortgage-Backed Structured Securities: Where Did Credit Ratings Go Wrong?
Erik Heitfield
Federal Reserve Board
9 Rethinking Credit Risk Modelling
Christian Bluhm; Christoph Wagner
Technische Universität München; Allianz Risk Transfer
10 The Bayesian Approach to Default Risk: A Guide
Michael Jacobs Jr; Nicholas M. Kiefer
US Department of the Treasury, Office of the Comptroller of the Currency; Cornell University
11 Bayesian Modelling of Small and Medium-Sized Companies’ Defaults
Mathilde Wilhelmsen, Xeni K. Dimakos; Tore Anders Husebø, Marit Fiskaaen
Norwegian Computing Center; Centre of Excellence Credit Risk Modelling, Sparebank 1
PART III OPERATIONAL RISK
12 Measuring Operational Risk in a Bayesian Framework
Luciana Dalla Valle
University of Milan
13 Operational Risk: Combining Internal Data, External Data and Expert Opinions
Pavel V. Shevchenko; Mario V. Wüthrich
CSIRO Mathematics, Informatics and Statistics; RiskLab ETH Zurich
14 Bayesian Estimation of Lévy Copulas for Multivariate Operational Risks
Philipp Gebhard, Gernot Müller; Klaus Böcker
Technische Universität München; UniCredit Group