FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2294215729> ?p ?o ?g. }

• W2294215729 abstract "Bioinformatics datasets contain many challenging characteristics, such as class imbalance, which adversely impacts the performance of supervised classification models built on these datasets. Techniques such as ensemble learning and data sampling from the domain of data mining can be deployed to alleviate the problem and to improve the classification performance. In this study, we sought to seek whether inclusion of data sampling within the ensemble framework can further improve the performance of classification models. To this end, we performed an experimental study using two newly hybrid ensemble techniques, one integrates feature selection within the boosting process and the other incorporates random under-sampling followed by feature selection within the boosting framework, two learners, three forms of feature rankers, and four feature subset sizes on 15 highly imbalanced bioinformatics datasets. Our results and statistical analysis demonstrate that the difference between the two boosting methods is statistically insignificant. Therefore, as the inclusion of data sampling has no significant positive effect on the performance of ensemble classifiers, it is not required to achieve maximum classification performance. To our knowledge, this is the first empirical study that examined the effects of data sampling, random under-sampling, to enhance classification performance of boosting algorithm for highly imbalanced bioinformatics data." @default.
• W2294215729 created "2016-06-24" @default.
• W2294215729 creator A5007553225 @default.
• W2294215729 creator A5067147877 @default.
• W2294215729 creator A5089170562 @default.
• W2294215729 creator A5090913753 @default.
• W2294215729 date "2015-12-01" @default.
• W2294215729 modified "2023-09-25" @default.
• W2294215729 title "Does the Inclusion of Data Sampling Improve the Performance of Boosting Algorithms on Imbalanced Bioinformatics Data?" @default.
• W2294215729 cites W1570448133 @default.
• W2294215729 cites W1607267312 @default.
• W2294215729 cites W1680392829 @default.
• W2294215729 cites W1971439742 @default.
• W2294215729 cites W1973110682 @default.
• W2294215729 cites W1973781118 @default.
• W2294215729 cites W1981971511 @default.
• W2294215729 cites W2040466324 @default.
• W2294215729 cites W2055271333 @default.
• W2294215729 cites W2071072418 @default.
• W2294215729 cites W2083272186 @default.
• W2294215729 cites W2090239801 @default.
• W2294215729 cites W2096079397 @default.
• W2294215729 cites W2096945460 @default.
• W2294215729 cites W2100603035 @default.
• W2294215729 cites W2100832245 @default.
• W2294215729 cites W2112076978 @default.
• W2294215729 cites W2119168155 @default.
• W2294215729 cites W2122756958 @default.
• W2294215729 cites W2130333852 @default.
• W2294215729 cites W2131391419 @default.
• W2294215729 cites W2133990480 @default.
• W2294215729 cites W2138776277 @default.
• W2294215729 cites W2144692687 @default.
• W2294215729 cites W2146693519 @default.
• W2294215729 cites W2149706766 @default.
• W2294215729 cites W2154063878 @default.
• W2294215729 cites W2158501247 @default.
• W2294215729 cites W2158698691 @default.
• W2294215729 doi "https://doi.org/10.1109/icmla.2015.23" @default.
• W2294215729 hasPublicationYear "2015" @default.
• W2294215729 type Work @default.
• W2294215729 sameAs 2294215729 @default.
• W2294215729 citedByCount "0" @default.
• W2294215729 crossrefType "proceedings-article" @default.
• W2294215729 hasAuthorship W2294215729A5007553225 @default.
• W2294215729 hasAuthorship W2294215729A5067147877 @default.
• W2294215729 hasAuthorship W2294215729A5089170562 @default.
• W2294215729 hasAuthorship W2294215729A5090913753 @default.
• W2294215729 hasConcept C106131492 @default.
• W2294215729 hasConcept C110083411 @default.
• W2294215729 hasConcept C119857082 @default.
• W2294215729 hasConcept C124101348 @default.
• W2294215729 hasConcept C140779682 @default.
• W2294215729 hasConcept C148483581 @default.
• W2294215729 hasConcept C153180895 @default.
• W2294215729 hasConcept C154945302 @default.
• W2294215729 hasConcept C169258074 @default.
• W2294215729 hasConcept C31972630 @default.
• W2294215729 hasConcept C41008148 @default.
• W2294215729 hasConcept C45942800 @default.
• W2294215729 hasConcept C46686674 @default.
• W2294215729 hasConcept C70153297 @default.
• W2294215729 hasConceptScore W2294215729C106131492 @default.
• W2294215729 hasConceptScore W2294215729C110083411 @default.
• W2294215729 hasConceptScore W2294215729C119857082 @default.
• W2294215729 hasConceptScore W2294215729C124101348 @default.
• W2294215729 hasConceptScore W2294215729C140779682 @default.
• W2294215729 hasConceptScore W2294215729C148483581 @default.
• W2294215729 hasConceptScore W2294215729C153180895 @default.
• W2294215729 hasConceptScore W2294215729C154945302 @default.
• W2294215729 hasConceptScore W2294215729C169258074 @default.
• W2294215729 hasConceptScore W2294215729C31972630 @default.
• W2294215729 hasConceptScore W2294215729C41008148 @default.
• W2294215729 hasConceptScore W2294215729C45942800 @default.
• W2294215729 hasConceptScore W2294215729C46686674 @default.
• W2294215729 hasConceptScore W2294215729C70153297 @default.
• W2294215729 hasLocation W22942157291 @default.
• W2294215729 hasOpenAccess W2294215729 @default.
• W2294215729 hasPrimaryLocation W22942157291 @default.
• W2294215729 hasRelatedWork W1483184156 @default.
• W2294215729 hasRelatedWork W1968331929 @default.
• W2294215729 hasRelatedWork W1976812808 @default.
• W2294215729 hasRelatedWork W2042086215 @default.
• W2294215729 hasRelatedWork W2043193014 @default.
• W2294215729 hasRelatedWork W2164647143 @default.
• W2294215729 hasRelatedWork W2284199375 @default.
• W2294215729 hasRelatedWork W2293820727 @default.
• W2294215729 hasRelatedWork W2349475394 @default.
• W2294215729 hasRelatedWork W2374370833 @default.
• W2294215729 hasRelatedWork W2622577666 @default.
• W2294215729 hasRelatedWork W2737495615 @default.
• W2294215729 hasRelatedWork W2789171106 @default.
• W2294215729 hasRelatedWork W2806663838 @default.
• W2294215729 hasRelatedWork W2913306795 @default.
• W2294215729 hasRelatedWork W3006525638 @default.
• W2294215729 hasRelatedWork W3166706521 @default.
• W2294215729 hasRelatedWork W3173838947 @default.
• W2294215729 hasRelatedWork W3185175744 @default.
• W2294215729 hasRelatedWork W3200194818 @default.
• W2294215729 isParatext "false" @default.

• next