Hyperparameters search methods for machine learning linear workflows

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F19%3A00519370" target="_blank" >RIV/67985807:_____/19:00519370 - isvavai.cz</a>

Result on the web

<a href="http://dx.doi.org/10.1109/ICMLA.2019.00199" target="_blank" >http://dx.doi.org/10.1109/ICMLA.2019.00199</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1109/ICMLA.2019.00199" target="_blank" >10.1109/ICMLA.2019.00199</a>

Result language

angličtina

Original language name

Hyperparameters search methods for machine learning linear workflows

Original language description

Hyperparameters optimization is one of the most important metalearning features that is used in AutoML systems. In this paper we use hyperparameters-space search algorithms to optimize the settings of supervised machine learning methods and workflows. We focus on changes in performance of hyperparameters optimization algorithms with the growing complexity of the hyperparameters-space, when using the data preprocessings adds more parameters to the configuration and thus more dimensions to the searched space.

Czech name

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Czech description

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Type

D - Article in proceedings

CEP classification

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OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

<a href="/en/project/GA18-23827S" target="_blank" >GA18-23827S: Capabilities and limitations of shallow and deep networks</a><br>

Continuities

I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Publication year

2019

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

18th IEEE International Conference on Machine Learning and Applications ICMLA 2019. Proceedings

ISBN

978-1-7281-4550-1

ISSN

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e-ISSN

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Number of pages

6

Pages from-to

1205-1210

Publisher name

IEEE

Place of publication

Piscataway

Event location

Boca Raton

Event date

Dec 16, 2019

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

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