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Advanced Analytical Models: Over 800 Models and 300 Applications from the Basel II Accord to Wall Street and Beyond


Description: Advanced Analytical Models offers a comprehensive set of analytical models covering a range of industries, including manufacturing, military, banks, financial services, oil and gas, operations, and much more. The book comes complete with a companion DVD that includes all of the models discussed in the book, as well as trial version software of Mun's Risk Simulator and Real Options SLS.

The models covered in the book include the following:
- Basic Simulation Model
- Cost Estimation Model
- Mathematical Integration Approximation Model
- Queuing Models. The last part of the book focuses on case studies.


Contents: Preface
Software Applications

Part 1: Modeling Toolkit and Risk Simulator Applications
Introduction to the Modeling Toolkit Software
Introduction to Risk Simulator
Running a Monte Carlo Simulation
Using Forecast Charts and Confidence Intervals
Correlations and Precision Control
Tornado and Sensitivity Tools in Simulation
Sensitivity Analysis
Distributional Fitting: Single Variable and Multiple Variables
Bootstrap Simulation
Hypothesis Testing
Data Extraction, Saving Simulation Results, and Generating Reports
Regression and Forecasting Diagnostic Tool
Statistical Analysis Tool Distributional Analysis Tool
Portfolio Optimization
Optimization with Discrete Integer Variables
Forecasting
1. Analytics Central Limit Theorem
2. Analytics Central Limit Theorem Winning Lottery Numbers
3. Analytics Flaw of Averages
4. Analytics Mathematical Integration Approximation Model
5. Analytics Projectile Motion
6. Analytics Regression Diagnostics
7. Analytics Ships in the Night
8. Analytics Statistical Analysis
9. Analytics Weighting of Ratios
10. Credit Analysis Credit Premium
11. Credit Analysis Credit Default Swaps and Credit Spread Options
12. Credit Analysis Credit Risk Analysis and Effects on Prices
13. Credit Analysis External Debt Ratings and Spread
14. Credit Analysis Internal Credit Risk Rating Model
15. Credit Analysis Profit Cost Analysis of New Credit
16. Debt Analysis Asset-Equity Parity Model
17. Debt Analysis Cox Model on Price and Yield of Risky Debt with Mean-Reverting Rates
18. Debt Analysis Debt Repayment and Amortization
19. Debt Analysis Debt Sensitivity Models
20. Debt Analysis Merton Price of Risky Debt with Stochastic Asset and Interest
21. Debt Analysis Vasicek Debt Option Valuation
22. Debt Analysis Vasicek Price and Yield of Risky Debt
23. Decision Analysis Decision Tree Basics
24. Decision Analysis Decision Tree with EVPI, Minimax, and Bayes Theorem
25. Decision Analysis Economic Order Quantity and Inventory Reorder Point
26. Decision Analysis Economic Order Quantity and Optimal Manufacturing
27. Decision Analysis Expected Utility Analysis
28. Decision Analysis Inventory Control
29. Decision Analysis Queuing Models
30. Exotic Options Accruals on Basket of Assets
31. Exotic Options American, Bermudan, and European Options with Sensitivities.
32. Exotic Options American Call Option on Foreign Exchange
33. Exotic Options American Call Options on Index Futures
34. Exotic Options American Call Option with Dividends
35. Exotic Options Asian Lookback Options Using Arithmetic Averages
36. Exotic Options Asian Lookback Options Using Geometric Averages
37. Exotic Options Asset or Nothing Options
38. Exotic Options Barrier Options
39. Exotic Options Binary Digital Options
40. Exotic Options Cash or Nothing Options
41. Exotic Options Chooser Option (Simple Chooser)
42. Exotic Options Chooser Option (Complex Chooser)
43. Exotic Options Commodity Options
44. Exotic Options Currency (Foreign Exchange) Options
45. Exotic Options Double Barrier Options
46. Exotic Options European Call Option with Dividends.
47. Exotic Options Exchange Assets Option
48. Exotic Options Extreme Spreads Option
49. Exotic Options Foreign Equity Linked Foreign Exchange Options in Domestic Currency
50. Exotic Options Foreign Equity Struck in Domestic Currency
51. Exotic Options Foreign Equity with Fixed Exchange Rate
52. Exotic Options Foreign Takeover Options
53. Exotic Options Forward Start Options
54. Exotic Options Futures and Forward Options
55. Exotic Options Gap Options
56. Exotic Options Graduated Barrier Options
57. Exotic Options Index Options
58. Exotic Options Inverse Gamma Out-of-the-Money Options
59. Exotic Options Jump-Diffusion Options
60. Exotic Options Leptokurtic and Skewed Options
61. Exotic Options Lookback with Fixed Strike (Partial Time)
62. Exotic Options Lookback with Fixed Strike
63. Exotic Options Lookback with Floating Strike (Partial Time)
64. Exotic Options Lookback with Floating Strike
65. Exotic Options Min and Max of Two Assets
66. Exotic Options Options on Options
67. Exotic Options Option Collar
68. Exotic Options Perpetual Options
69. Exotic Options Range Accruals (Fairway Options)
70. Exotic Options Simple Chooser
71. Exotic Options Spread on Futures
72. Exotic Options Supershare Options
73. Exotic Options Time Switch Options
74. Exotic Options Trading-Day Corrections
75. Exotic Options Two-Asset Barrier Options
76. Exotic Options Two Asset Cash or Nothing
77. Exotic Options Two Correlated Assets Option
78. Exotic Options Uneven Dividend Payments Option
79. Exotic Options Writer Extendible Option
80. Forecasting Data Diagnostics
81. Forecasting Econometric, Correlations, and Multiple Regression Modeling
82. Forecasting Exponential J-Growth Curves
83. Forecasting Forecasting Manual Computations
84. Forecasting Linear Interpolation and Nonlinear Spline Extrapolation
85. Forecasting Logistic S-Growth Curves
86. Forecasting Markov Chains and Market Share
87. Forecasting Multiple Regression
88. Forecasting Nonlinear Extrapolation and Forecasting
89. Forecasting Stochastic Processes, Brownian Motion, Forecast Distribution at Horizon, Jump-Diffusion, and Mean-Reversion
90. Forecasting Time-Series ARIMA
91. Forecasting Time-Series Analysis
92. Industry Applications Biotech Manufacturing Strategy
93. Industry Applications Biotech Inlicensing Drug Deal Structuring
94. Industry Applications Biotech Investment Valuation
95. Industry Application Banking: Integrated Risk Management, Probability of Default, Economic Capital, Value at Risk, and Optimal Bank Portfolios
96. Industry Application Electric/Utility: Optimal Power Contract Portfolios
97. Industry Application IT Information Security Intrusion Risk Management
98. Industry Applications Insurance ALM Model
99. Operational Risk Queuing Models at Bank Branches
100. Optimization Continuous Portfolio Allocation
101. Optimization Discrete Project Selection.
102. Optimization Inventory Optimization
103. Optimization Investment Portfolio Allocation
104. Optimization Investment Capital Allocation I (Basic Model)
105. Optimization Investment Capital Allocation II (Advanced Model)
106. Optimization Military Portfolio and Efficient Frontier
107. Optimization Optimal Pricing with Elasticity
108. Optimization Optimization of a Harvest Model
109. Optimization Optimizing Ordinary Least Squares
110. Optimization Stochastic Portfolio Allocation
111. Options Analysis Binary Digital Instruments
112. Options Analysis Inverse Floater Bond
113. Options Analysis Options-Trading Strategies
114. Options Analysis Options-Adjusted Spreads Lattice
115. Options Analysis Options on Debt
116. Options Analysis Five Plain Vanilla Options
117. Probability of Default Bond Yields and Spreads (Market Comparable)
118. Probability of Default Empirical Model
119. Probability of Default External Options Model (Public Company)
120. Probability of Default Merton Internal Options Model (Private Company)
121. Probability of Default Merton Market Options Model (Industry Comparable)
122. Project Management Cost Estimation Model
123. Project Management Critical Path Analysis (CPM PERT GANTT)
124. Project Management Project Timing
125. Real Estate Commercial Real Estate ROI
126. Risk Analysis Integrated Risk Analysis
127. Risk Analysis Interest Rate Risk
128. Risk Analysis Portfolio Risk Return Profiles
129. Risk Hedging Delta-Gamma Hedging
130. Risk Hedging Delta Hedging
131. Risk Hedging Effects of Fixed versus Floating Rates
132. Risk Hedging Foreign Exchange Cash Flow Model
133. Risk Hedging Hedging Foreign Exchange Exposure
134. SensitivityGreeks
135. Sensitivity Tornado and Sensitivity Charts Linear
136. Sensitivity Tornado and Sensitivity Nonlinear
137. Simulation Basic Simulation Model
138. Simulation Best Surgical Team
139. Simulation Correlated Simulation
140. Simulation Correlation Effects on Risk
141. Simulation Data Fitting
142. Simulation Debt Repayment and Amortization
143. Simulation Demand Curve and Elasticity Estimation
144. Simulation Discounted Cash Flow, Return on Investment, and Volatility Estimates. 145. Simulation Infectious Diseases
146. Simulation Recruitment Budget (Negative Binomial and Multidimensional Simulation)
147. Simulation Retirement Funding with VBA Macros
148. Simulation Roulette Wheel
149. Simulation Time Value of Money
150. Six Sigma Obtaining Statistical Probabilities, Basic Hypothesis Tests, Confidence Intervals, and Bootstrapping Statistics
151. Six Sigma One- and Two-Sample Hypothesis Tests Using t-Tests, Z-Tests, F-Tests, ANOVA, and Nonparametric Tests (Friedman, Kruskal Wallis, Lilliefors, and Runs Tests)
152. Six Sigma Sample Size Determination and Design of Experiments
153. Six Sigma Statistical and Unit Capability Measures, Specification Levels, and Control Charts
154 Valuation Buy versus Lease.
155. Valuation Banking: Classified Loan Borrowing Base
156. Valuation Banking: Break-Even Inventory with Seasonal Lending Trial Balance Analysis
157. Valuation Banking: Firm in Financial Distress
158. Valuation Banking: Pricing Loan Fees Model
159. Valuation Valuation Model
160. Value at Risk Optimized and Simulated Portfolio VaR
161. Value at Risk Options Delta Portfolio VaR
162. Value at Risk Portfolio Operational and Credit Risk VaR Capital Adequacy
163. Value at Risk Right-Tail Capital Requirements
164. Value at Risk Static Covariance Method
165. Volatility Implied Volatility
166. Volatility Volatility Computations (Log Returns, Log Assets, Implied Volatility, Management Assumptions, EWMA, GARCH)
167. Yield Curve CIR Model
168. Yield Curve Curve Interpolation BIM Model
169. Yield Curve Curve Interpolation NS Model
170. Yield Curve Forward Rates from Spot Rates
171. Yield Curve Term Structure of Volatility
172. Yield Curve U.S. Treasury Risk-Free Rates and Cubic Spline Curves
173. Yield Curve Vasicek Model

Part 2: Real Options SLS Applications
174. Introduction to the SLS Software
175. Employee Stock Options Simple American Call Option
176. Employee Stock Options Simple Bermudan Call Option with Vesting
177. Employee Stock Options Simple European Call Option
178. Employee Stock Options Suboptimal Exercise
179. Employee Stock Options Vesting, Blackout, Suboptimal, Forfeiture
180. Exotic Options American and European Lower Barrier Options
181. Exotic Options American and European Upper Barrier Options
182. Exotic Options American and European Double Barrier Options and Exotic Barriers. 183. Exotic Options Basic American, European, and Bermudan Call Options
184. Exotic Options Basic American, European, and Bermudan Put Options
185. Real Options American, European, Bermudan, and Customized Abandonment Options
186. Real Options American, European, Bermudan, and Customized Contraction Options 187. Real Options American, European, Bermudan, and Customized Expansion Options. 188. Real Options Contraction, Expansion, and Abandonment Options
189. Real Options Dual Variable Rainbow Option Using Pentanomial Lattices
190. Real Options Exotic Chooser Options
191. Real Options Exotic Complex Floating American and European Chooser
192. Real Options Jump-Diffusion Option Using Quadranomial Lattices
193. Real Options Mean-Reverting Calls and Puts Using Trinomial Lattices
194. Real Options Multiple Assets Competing Options
195. Real Options Path-Dependent, Path-Independent, Mutually Exclusive, Non Mutually Exclusive, and Complex Combinatorial Nested Options
196. Real Options Sequential Compound Options
197. Real Options Simultaneous Compound Options
198. Real Options Simple Calls and Puts Using Trinomial Lattices

Part 3: Real Options Strategic Case Studies Framing the Options
199. Real Options Strategic Cases High-Tech Manufacturing: Build or Buy Decision with Real Options
200. Real Options Strategic Cases Oil and Gas: Farm-Outs, Options to Defer, and Value of Information
201. Real Options Strategic Cases Pharmaceutical Development: Value of Perfect Information and Optimal Trigger Values
202. Real Options Strategic Cases Option to Switch Inputs
203. Valuation Convertible Warrants with a Vesting Period and Put Protection.

APPENDIX A: List of Models
APPENDIX B: List of Functions
APPENDIX C: Understanding and Choosing the Right Probability Distributions. APPENDIX D: Financial Statement Analysis
APPENDIX E: Exotic Options Formulae
APPENDIX F: Measures of Risk
APPENDIX G: Mathematical Structures of Stochastic Processes
Glossary of Input Variables and Parameters in the Modeling Toolkit Software
About the DVD
About the Author
Index


Summary: An in-depth guide to advanced analytical models More practitioners are turning to financial modeling to quantitatively estimate the value of a security. Advanced Analytical Models offers a comprehensive set of 250 models that cover a wide range of industries and applications, including banking, manufacturing, military, pharmaceutical, financial services, oil and gas, operations research, risk simulation, portfolio optimization, and forecasting. The book includes a companion DVD that discusses all the models covered in the book and contains numerous informative case studies that will help readers apply the information they've learned in real-world situations.


Author Johnathan Mun (Pleasanton, CA) is currently the founder and CEO of Real Options Valuation, Inc., as well as the creator of the Real Options Super Lattice Solver software for real option valuation and Risk Simulator Monte Carlo simulation software. Prior to starting his own firm, he was the vice president of analytics at Decisioneering, Inc. Mun is also a Full Professor at the U.S. Naval Postgraduate School (California) and the University of Applied Sciences (Switzerland and Germany). He has authored numerous books, including Real Options Analysis, Real Options Analysis Course, Modeling Risk (previously titled Applied Risk Analysis before revision and updates), and Valuing Employee Stock Options (all published by Wiley). Mun has also taught and consulted for more than 300 corporations in twenty countries worldwide on risk analysis and real options, and is considered a leading authority on real options and risk analysis.


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