``Curse of dimensionality'' for complexity of approximation for classes of functions satisfying Lipschitz condition (Q1377427)
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scientific article; zbMATH DE number 1109187
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | ``Curse of dimensionality'' for complexity of approximation for classes of functions satisfying Lipschitz condition |
scientific article; zbMATH DE number 1109187 |
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``Curse of dimensionality'' for complexity of approximation for classes of functions satisfying Lipschitz condition (English)
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25 January 1998
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A theorem is proved which particularly implies that the least number of operations of summing, extraction and multiplication is necessary to calculate at every point of the unit \(n\)-dimensional cube the values of functions uniformly approximated on this cube with error not bigger than \(\varepsilon\), the given function satisfying a Lipschitz condition in the \(i\)-th variable with constant \(M_i\) and bounded by modulo constant \(N\), does not asymptotically exceed \(H/\log_2h\), where \(H = 3(n/2\varepsilon)^n \prod\limits_{i=1}^n M_i\) as \(\varepsilon \to 0\), bounded (not vanishing) constants \(M_i\) and \(N\) and for some \(n\), both bounded and tending to infinity. The entropy lower estimation of the considered complexity of \(\varepsilon\)-approximation of the whole class of functions satisfying the above conditions is asymptotically \((2e)^n\) smaller than the cited upper estimate.
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approximate functions
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Lipschitz condition
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curse of dimensionality
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complexity
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entropy lower estimation
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0.9060083
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0.8880296
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0.8803133
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0.86607724
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0.8637546
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0.8636509
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0.8610649
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0.85909265
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