Notes on the Preliminary Results of a Linear Two-Class Classifier in the PERMON Toolbox

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27120%2F18%3A10239487" target="_blank" >RIV/61989100:27120/18:10239487 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27240/18:10239487 RIV/61989100:27730/18:10239487 RIV/61989100:27740/18:10239487
Result on the web
<a href="https://aip.scitation.org/doi/10.1063/1.5043965" target="_blank" >https://aip.scitation.org/doi/10.1063/1.5043965</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1063/1.5043965" target="_blank" >10.1063/1.5043965</a>

Result language
angličtina
Original language name
Notes on the Preliminary Results of a Linear Two-Class Classifier in the PERMON Toolbox
Original language description
This paper deals with the preliminary results of a linear two-class Support Vector Machines (SVM) implemented in PERMON toolbox. We present the first insights into training PermonSVM classifier using quadratic programming (QP) algorithms from the PemonQP, i.e. Dostal's SMALBE, which is based on the augmented Lagrangian approach, and MPGP algorithms for box constrained QP. In presented benchmark on the URL dataset, we analyze the abilities of the QP solver with the respect to regularized parameter C and QP solver accuracy eps. In fact, we consider eps as the second parameter of the linear SVM and therefore we got better information about the tested algorithm behaviour.
Czech name
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Czech description
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Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2018
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

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