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Classification by Sparse Neural Networks
The choice of dictionaries of computational units suitable for efficient computation of binary classification tasks is investigated. To deal with exponentially of computational units. Bounds on th...
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2019 •
- Jimp •
- Link
Rok uplatnění
Jimp - Článek v periodiku v databázi Web of Science
Výsledek na webu
Sparsity and Complexity of Networks Computing Highly-Varying Functions
to dictionaries of computational units are investigated. Lower bounds on these norms of real of dictionaries of computational units in terms of their capacities and coherence measured by their co...
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2018 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Probabilistic Bounds on Complexity of Networks Computing Binary Classification Tasks
of dictionaries of computational units are discussed. of computational units. Probabilistic lower bounds on these norms are derived usingComplexity of feedforward networks computing binary classi...
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2018 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Computer's questions, standards, unit of mesure, measure, quality, sign (dictionary's words)
AO - Sociologie, demografie
- 1997 •
- X
Rok uplatnění
X - Nezařazeno
On the Way to a Monolingual Dictionary in the Computer Age
The paper focuses on comparison of some procedures and methods used in creating of the new Academic Dictionary of Contemporary Czech and the methods of monolingual of lexicographical work, methods used for giving the lexical meaning of lexic...
AI - Jazykověda
- 2015 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Complexity estimates based on integral transforms induced by computational units
Integral transforms with kernels corresponding to computational units are exploited to derive estimates of network complexity. The estimates are obtained by combining tools from nonlinear approximation theory and functional analysis...
IN - Informatika
- 2012 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Can Dictionary-based Computational Models Outperform the Best Linear Ones?
Approximation capabilities of two types of computational models are explored: dictionary-based models (i.e., linear combinations of n-tuples of basis functions computable by units belonging to a set called "dic...
IN - Informatika
- 2011 •
- Jx •
- Link
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Výsledek na webu
Dependence of Computational Models on Input Dimension: Tractability of Approximation and Optimization Tasks
The role of input dimension is studied in approximating, in various norms, target sets of d-variable functions using linear combinations of adjustable computational units. Results are applied to approximation and solution of optimiz...
IN - Informatika
- 2012 •
- Jx •
- Link
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Výsledek na webu
Sparsity of Shallow Networks Representing Finite Mappings
domains and of sizes dictionaries of computational units on sparsity of networks computing finite mappings is explored. It is shown that when dictionary computation is unstable....
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2017 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Limitations of Shallow Networks Representing Finite Mappings
of network sparsity and its approximate measures. It is shown that when a dictionary of computational units is not sufficiently large, computation of almost any uniformly randomlyLimitations of capabilities of sha...
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2019 •
- Jimp •
- Link
Rok uplatnění
Jimp - Článek v periodiku v databázi Web of Science
Výsledek na webu
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