software . 2020

Hyperparameter Optimisation for Improving Classification under Class Imbalance

Jiawen Kong; Wojtek Kowalczyk; Duc Anh Nguyen; Stefan Menzel; Thomas Bäck;
Open Source English
  • Published: 01 Jan 2020
  • Publisher: Zenodo
Abstract
<p>This is the source code used in the paper below:</p> <p>Jiawen Kong, Wojtek Kowalczyk, Duc Anh Nguyen, Stefan Menzel and Thomas B&auml;ck, &ldquo;Hyperparameter Optimisation for Improving Classification under Class Imbalance&rdquo;, in 2019 IEEE Symposium Series on Computational Intelligence (SSCI), Xiamen, China, 6-9 December 2019, doi:&nbsp;10.1109/SSCI44817.2019.9002679</p> <p>Although the class-imbalance classification problem has caught a huge amount&nbsp;<br> of attention, hyperparameter optimisation has not been studied in detail in&nbsp;<br> this field. Both classification algorithms and resampling techniques involve&nbsp;<br> some hyperparameters tha...
Subjects
free text keywords: Class Imbalance, Hyperparameter Optimisation, Overlapping Classes
Funded by
EC| ECOLE
Project
ECOLE
Experience-based Computation: Learning to Optimise
  • Funder: European Commission (EC)
  • Project Code: 766186
  • Funding stream: H2020 | MSCA-ITN-EID
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Software . 2020
Provider: Zenodo
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