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Kybernetika 39(1):75-98, 2003.

On Continuous Convergence and Epi-convergence of Random Functions. Part I: Theory and relations.

Silvia Vogel and Petr Lachout


Abstract:

Continuous convergence and epi-convergence of sequences of random functions are crucial assumptions if mathematical programming problems are approximated on the basis of estimates or via sampling. The paper investigates ``almost surely" and ``in probability" versions of these convergence notions in more detail. Part I of the paper presents definitions and theoretical results and Part II is focused on sufficient conditions which apply to many models for statistical estimation and stochastic optimization.


Keywords: continuous convergence; epi-convergence; stochastic programming; stability;


AMS: 90C15; 90C31; 60B10;


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BIB TeX

@article{kyb:2003:1:75-98,

author = {Vogel, Silvia and Lachout, Petr },

title = {On Continuous Convergence and Epi-convergence of Random Functions. Part I: Theory and relations.},

journal = {Kybernetika},

volume = {39},

year = {2003},

number = {1},

pages = {75-98}

publisher = {{\'U}TIA, AV {\v C}R, Prague },

}


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