Sparsity of Shallow Networks Representing Finite Mappings
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F17%3A00476509" target="_blank" >RIV/67985807:_____/17:00476509 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-319-65172-9_29" target="_blank" >http://dx.doi.org/10.1007/978-3-319-65172-9_29</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-65172-9_29" target="_blank" >10.1007/978-3-319-65172-9_29</a>
Alternative languages
Result language
angličtina
Original language name
Sparsity of Shallow Networks Representing Finite Mappings
Original language description
Limitations of capabilities of shallow networks to represent sparsely real-valued functions on finite domains is investigated. Influence of sizes of function domains and of sizes dictionaries of computational units on sparsity of networks computing finite mappings is explored. It is shown that when dictionary is not sufficiently large with respect to the size of the finite domain, then almost any uniformly randomly chosen function on the domain either cannot be sparsely represented or its computation is unstable.
Czech name
—
Czech description
—
Classification
Type
D - Article in proceedings
CEP classification
—
OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
<a href="/en/project/GA15-18108S" target="_blank" >GA15-18108S: Model complexity of neural, radial, and kernel networks</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2017
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
EANN 2017
ISBN
978-3-319-65171-2
ISSN
1865-0929
e-ISSN
—
Number of pages
12
Pages from-to
337-348
Publisher name
Springer
Place of publication
Cham
Event location
Athens
Event date
Aug 25, 2017
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000454701500029