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Simulated annealing for fitting linear combinations of Gaussians to data - MaRDI portal

Simulated annealing for fitting linear combinations of Gaussians to data (Q5928221)

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scientific article; zbMATH DE number 1582204
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Simulated annealing for fitting linear combinations of Gaussians to data
scientific article; zbMATH DE number 1582204

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    Simulated annealing for fitting linear combinations of Gaussians to data (English)
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    5 March 2002
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    In this interesting paper the author presents a number of techniques for accelerating convergence when using simulated annealing for fitting linear combinations of Gaussians to data. The author's suggestions are tested on a sample of known Gaussian combinations and are compared for accuracy and resource consumption. A single `best set' of techniques is found which gives good results on the test samples and on empirical data. A well known fact is demonstrated again, i.e. that providing a good initial parameter estimate is essential to finding a good fit in a reasonable amount of time. The presented approach seems to be promissing.
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    data modelling
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    Gaussian
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    simulated annealing
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    optimization
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    convergence acceleration
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    data fitting
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    test samples
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