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New features and capabilities in the JMSL Numerical Library 6.0 include the following. For more details:
New class that solves the generalized Feynman-Kac PDE and Black-Scholes problems
- Solves a generalized version of the Feynman-Kac partial differential equation that can be used in many financial modeling applications, including the Black-Scholes models with European or American style exercise opportunities on Calls or Puts. In the case of the Black-Scholes model these functions include many of The Greeks.
- Two white papers are available that provide more detail on this algorithm:
- "Integrating Feynman-Kac Equations Using Hermite Quintic Finite Elements" is a technical white paper that describes the method for solving the Feynman-Kac PDE
- "Solving Constrained Differential-Algebraic Systems Using Projections" is another technical white paper that describes specific software additions to the Differential-Algebraic Equation (DAE) solver code
Auto_ARIMA
- An “expert system” time series forecasting pre-conditioners and engine for forecasting situations where algorithm automation is desirable.
- Useful for data containing seasonality, level shifts, and outliers
- Automatic selection of model parameters for straightforward usage
Survival Analysis functions
- Cox’s Proportional Hazards model
- Kaplan-Meier(or product-limit) survival probabilities
- Kaplan-Meier reliability function estimates
- Population and cohort life tables
Many other new functions, including:
- Naïve Bayes classification algorithm
- Random Copula methods and distributions
- Two new linear least-squares optimization classes
- Kochanek-Bartels Cubic Splines
- Logistic and Pareto CDFs and PDFs
- Several Non-central CDF and PDF distributions
- Treemap chart type
Enhancements to many existing algorithms, including:
- Improved algorithm for finding zeros of a function
- Faster normal random number generation
- Additional 2D tensor-product spline algorithm
- Additional ODE algorithm for stiff initial-value problems
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