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LikelihoodLib - Fitting, Function Maximization, and Numerical Analysis
A new class library is designed for function maximization, minimization, solution of equations and for other problems related to mathematical analysis of multi-parameter functions by numerical iterative methods. When we search the maximum or another special point of a function, we may change and fit...
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Lenguaje: | eng |
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2001
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Acceso en línea: | http://cds.cern.ch/record/502787 |
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author | Smirnov, I B |
author_facet | Smirnov, I B |
author_sort | Smirnov, I B |
collection | CERN |
description | A new class library is designed for function maximization, minimization, solution of equations and for other problems related to mathematical analysis of multi-parameter functions by numerical iterative methods. When we search the maximum or another special point of a function, we may change and fit all parameters simultaneously, sequentially, recursively, or by any combination of these methods. The discussion is focused on the first the most complicated method, although the others are also supported by the library. For this method we apply: control of precision by interval computations; the calculation of derivatives either by differential arithmetic, or by the method of finite differences with the step lengths which provide suppression of the influence of numerical noise; possible synchronization of the subjective function calls with minimization of the number of iterations; competitive application of various methods for step calculation, and converging to the solution by many trajectories. |
id | cern-502787 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2001 |
record_format | invenio |
spelling | cern-5027872019-09-30T06:29:59Zhttp://cds.cern.ch/record/502787engSmirnov, I BLikelihoodLib - Fitting, Function Maximization, and Numerical AnalysisComputing and ComputersA new class library is designed for function maximization, minimization, solution of equations and for other problems related to mathematical analysis of multi-parameter functions by numerical iterative methods. When we search the maximum or another special point of a function, we may change and fit all parameters simultaneously, sequentially, recursively, or by any combination of these methods. The discussion is focused on the first the most complicated method, although the others are also supported by the library. For this method we apply: control of precision by interval computations; the calculation of derivatives either by differential arithmetic, or by the method of finite differences with the step lengths which provide suppression of the influence of numerical noise; possible synchronization of the subjective function calls with minimization of the number of iterations; competitive application of various methods for step calculation, and converging to the solution by many trajectories.EXT-2001-033PNPI-2421oai:cds.cern.ch:5027872001-05-16 |
spellingShingle | Computing and Computers Smirnov, I B LikelihoodLib - Fitting, Function Maximization, and Numerical Analysis |
title | LikelihoodLib - Fitting, Function Maximization, and Numerical Analysis |
title_full | LikelihoodLib - Fitting, Function Maximization, and Numerical Analysis |
title_fullStr | LikelihoodLib - Fitting, Function Maximization, and Numerical Analysis |
title_full_unstemmed | LikelihoodLib - Fitting, Function Maximization, and Numerical Analysis |
title_short | LikelihoodLib - Fitting, Function Maximization, and Numerical Analysis |
title_sort | likelihoodlib - fitting, function maximization, and numerical analysis |
topic | Computing and Computers |
url | http://cds.cern.ch/record/502787 |
work_keys_str_mv | AT smirnovib likelihoodlibfittingfunctionmaximizationandnumericalanalysis |