FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2900085600> ?p ?o ?g. }

• W2900085600 endingPage "1629" @default.
• W2900085600 startingPage "1617" @default.
• W2900085600 abstract "The classification on imbalanced data sets is a great challenge in machine learning. In this paper, a geometric structural ensemble (GSE) learning framework is proposed to address the issue. It is known that the traditional ensemble methods train and combine a series of basic classifiers according to various weights, which might lack the geometric meaning. Oppositely, the GSE partitions and eliminates redundant majority samples by generating hyper-sphere through the Euclidean metric and learns basic classifiers to enclose the minority samples, which achieves higher efficiency in the training process and seems easier to understand. In detail, the current weak classifier builds boundaries between the majority and the minority samples and removes the former. Then, the remaining samples are used to train the next. When the training process is done, all of the majority samples could be cleaned and the combination of all basic classifiers is obtained. To further improve the generalization, two relaxation techniques are proposed. Theoretically, the computational complexity of GSE could approach O(ndlog(nmin)log(n maj)) . The comprehensive experiments validate both the effectiveness and efficiency of GSE." @default.
• W2900085600 created "2018-11-16" @default.
• W2900085600 creator A5025013056 @default.
• W2900085600 creator A5048267931 @default.
• W2900085600 creator A5056053058 @default.
• W2900085600 creator A5073733642 @default.
• W2900085600 creator A5075476739 @default.
• W2900085600 date "2020-04-01" @default.
• W2900085600 modified "2023-10-14" @default.
• W2900085600 title "Geometric Structural Ensemble Learning for Imbalanced Problems" @default.
• W2900085600 cites W1563938718 @default.
• W2900085600 cites W1584252140 @default.
• W2900085600 cites W196257774 @default.
• W2900085600 cites W1976035027 @default.
• W2900085600 cites W1993220166 @default.
• W2900085600 cites W2087240369 @default.
• W2900085600 cites W2087787741 @default.
• W2900085600 cites W2091007025 @default.
• W2900085600 cites W2096945460 @default.
• W2900085600 cites W2099454382 @default.
• W2900085600 cites W2103614420 @default.
• W2900085600 cites W2104167780 @default.
• W2900085600 cites W2106907649 @default.
• W2900085600 cites W2107327607 @default.
• W2900085600 cites W2109621301 @default.
• W2900085600 cites W2113242816 @default.
• W2900085600 cites W2118978333 @default.
• W2900085600 cites W2119157339 @default.
• W2900085600 cites W2123458540 @default.
• W2900085600 cites W2136256517 @default.
• W2900085600 cites W2138516811 @default.
• W2900085600 cites W2148143831 @default.
• W2900085600 cites W2151537585 @default.
• W2900085600 cites W2157751754 @default.
• W2900085600 cites W2171629518 @default.
• W2900085600 cites W2328446552 @default.
• W2900085600 cites W2338231020 @default.
• W2900085600 cites W2409438660 @default.
• W2900085600 cites W2520599539 @default.
• W2900085600 cites W2612634114 @default.
• W2900085600 cites W2734773959 @default.
• W2900085600 cites W2775194089 @default.
• W2900085600 cites W2778854158 @default.
• W2900085600 cites W4239510810 @default.
• W2900085600 cites W759630152 @default.
• W2900085600 cites W80466363 @default.
• W2900085600 doi "https://doi.org/10.1109/tcyb.2018.2877663" @default.
• W2900085600 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/30418931" @default.
• W2900085600 hasPublicationYear "2020" @default.
• W2900085600 type Work @default.
• W2900085600 sameAs 2900085600 @default.
• W2900085600 citedByCount "67" @default.
• W2900085600 countsByYear W29000856002019 @default.
• W2900085600 countsByYear W29000856002020 @default.
• W2900085600 countsByYear W29000856002021 @default.
• W2900085600 countsByYear W29000856002022 @default.
• W2900085600 countsByYear W29000856002023 @default.
• W2900085600 crossrefType "journal-article" @default.
• W2900085600 hasAuthorship W2900085600A5025013056 @default.
• W2900085600 hasAuthorship W2900085600A5048267931 @default.
• W2900085600 hasAuthorship W2900085600A5056053058 @default.
• W2900085600 hasAuthorship W2900085600A5073733642 @default.
• W2900085600 hasAuthorship W2900085600A5075476739 @default.
• W2900085600 hasConcept C111919701 @default.
• W2900085600 hasConcept C119857082 @default.
• W2900085600 hasConcept C120174047 @default.
• W2900085600 hasConcept C127413603 @default.
• W2900085600 hasConcept C129782007 @default.
• W2900085600 hasConcept C134306372 @default.
• W2900085600 hasConcept C153180895 @default.
• W2900085600 hasConcept C154945302 @default.
• W2900085600 hasConcept C176217482 @default.
• W2900085600 hasConcept C177148314 @default.
• W2900085600 hasConcept C21547014 @default.
• W2900085600 hasConcept C2524010 @default.
• W2900085600 hasConcept C33923547 @default.
• W2900085600 hasConcept C41008148 @default.
• W2900085600 hasConcept C45942800 @default.
• W2900085600 hasConcept C95623464 @default.
• W2900085600 hasConcept C98045186 @default.
• W2900085600 hasConceptScore W2900085600C111919701 @default.
• W2900085600 hasConceptScore W2900085600C119857082 @default.
• W2900085600 hasConceptScore W2900085600C120174047 @default.
• W2900085600 hasConceptScore W2900085600C127413603 @default.
• W2900085600 hasConceptScore W2900085600C129782007 @default.
• W2900085600 hasConceptScore W2900085600C134306372 @default.
• W2900085600 hasConceptScore W2900085600C153180895 @default.
• W2900085600 hasConceptScore W2900085600C154945302 @default.
• W2900085600 hasConceptScore W2900085600C176217482 @default.
• W2900085600 hasConceptScore W2900085600C177148314 @default.
• W2900085600 hasConceptScore W2900085600C21547014 @default.
• W2900085600 hasConceptScore W2900085600C2524010 @default.
• W2900085600 hasConceptScore W2900085600C33923547 @default.
• W2900085600 hasConceptScore W2900085600C41008148 @default.
• W2900085600 hasConceptScore W2900085600C45942800 @default.
• W2900085600 hasConceptScore W2900085600C95623464 @default.
• W2900085600 hasConceptScore W2900085600C98045186 @default.
• W2900085600 hasFunder F4320321001 @default.

• next