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Algorithms and programs for dependencies reconstruction
V.N. Vapnik, T.G. Glazkova, V.A. Koscheev, A.I. Michalski, A.Y. Chervonenkis
Moscow: Nauka, 1984, 815 p.
The book presents practical guidelines to dependencies reconstruction on small samples.
Descriptions of theoretical basis and computational algorithms are followed by
program packages in FORTRAN-IV for pattern recognition, multiple regression and ill-posed
inverse problems solution. All algorithms and programs implement the unified principle of
structural minimisation of loss function. This principle allows to find optimal relationship
between complexity of solution and amount of empirical data.
The book is oriented to professionals in the flied of statistics implementation in
economy, medicine, geology, technical systems and scientific investigations.
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