FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2895365144> ?p ?o ?g. }

• W2895365144 endingPage "746" @default.
• W2895365144 startingPage "746" @default.
• W2895365144 abstract "The purpose of instance selection is to reduce the data size while preserving as much useful information stored in the data as possible and detecting and removing the erroneous and redundant information. In this work, we analyze instance selection in regression tasks and apply the NSGA-II multi-objective evolutionary algorithm to direct the search for the optimal subset of the training dataset and the k-NN algorithm for evaluating the solutions during the selection process. A key advantage of the method is obtaining a pool of solutions situated on the Pareto front, where each of them is the best for certain RMSE-compression balance. We discuss different parameters of the process and their influence on the results and put special efforts to reducing the computational complexity of our approach. The experimental evaluation proves that the proposed method achieves good performance in terms of minimization of prediction error and minimization of dataset size." @default.
• W2895365144 created "2018-10-12" @default.
• W2895365144 creator A5019094442 @default.
• W2895365144 creator A5078689403 @default.
• W2895365144 date "2018-09-29" @default.
• W2895365144 modified "2023-10-17" @default.
• W2895365144 title "Multi-Objective Evolutionary Instance Selection for Regression Tasks" @default.
• W2895365144 cites W1571017796 @default.
• W2895365144 cites W1667009198 @default.
• W2895365144 cites W1965551184 @default.
• W2895365144 cites W1965850651 @default.
• W2895365144 cites W1974160070 @default.
• W2895365144 cites W1977568210 @default.
• W2895365144 cites W1985975517 @default.
• W2895365144 cites W1993729794 @default.
• W2895365144 cites W1994410331 @default.
• W2895365144 cites W2004811928 @default.
• W2895365144 cites W2022485595 @default.
• W2895365144 cites W2030751442 @default.
• W2895365144 cites W2057529458 @default.
• W2895365144 cites W2061036845 @default.
• W2895365144 cites W2074148701 @default.
• W2895365144 cites W2076877989 @default.
• W2895365144 cites W2085830763 @default.
• W2895365144 cites W2095595785 @default.
• W2895365144 cites W2097757574 @default.
• W2895365144 cites W2122496402 @default.
• W2895365144 cites W2125899728 @default.
• W2895365144 cites W2126105956 @default.
• W2895365144 cites W2128140306 @default.
• W2895365144 cites W2151537585 @default.
• W2895365144 cites W2158724449 @default.
• W2895365144 cites W2165409713 @default.
• W2895365144 cites W2166106466 @default.
• W2895365144 cites W2213053788 @default.
• W2895365144 cites W2290783671 @default.
• W2895365144 cites W2346153116 @default.
• W2895365144 cites W2418093888 @default.
• W2895365144 cites W2587358506 @default.
• W2895365144 cites W2599194736 @default.
• W2895365144 cites W2765963863 @default.
• W2895365144 cites W2786552456 @default.
• W2895365144 cites W2791503449 @default.
• W2895365144 cites W2803511684 @default.
• W2895365144 cites W2804148081 @default.
• W2895365144 cites W2804834692 @default.
• W2895365144 cites W3104887532 @default.
• W2895365144 cites W320718776 @default.
• W2895365144 doi "https://doi.org/10.3390/e20100746" @default.
• W2895365144 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7512309" @default.
• W2895365144 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33265835" @default.
• W2895365144 hasPublicationYear "2018" @default.
• W2895365144 type Work @default.
• W2895365144 sameAs 2895365144 @default.
• W2895365144 citedByCount "11" @default.
• W2895365144 countsByYear W28953651442019 @default.
• W2895365144 countsByYear W28953651442020 @default.
• W2895365144 countsByYear W28953651442021 @default.
• W2895365144 countsByYear W28953651442022 @default.
• W2895365144 countsByYear W28953651442023 @default.
• W2895365144 crossrefType "journal-article" @default.
• W2895365144 hasAuthorship W2895365144A5019094442 @default.
• W2895365144 hasAuthorship W2895365144A5078689403 @default.
• W2895365144 hasBestOaLocation W28953651441 @default.
• W2895365144 hasConcept C105795698 @default.
• W2895365144 hasConcept C111919701 @default.
• W2895365144 hasConcept C119857082 @default.
• W2895365144 hasConcept C124101348 @default.
• W2895365144 hasConcept C126255220 @default.
• W2895365144 hasConcept C147764199 @default.
• W2895365144 hasConcept C154945302 @default.
• W2895365144 hasConcept C159149176 @default.
• W2895365144 hasConcept C199360897 @default.
• W2895365144 hasConcept C26517878 @default.
• W2895365144 hasConcept C33923547 @default.
• W2895365144 hasConcept C38652104 @default.
• W2895365144 hasConcept C41008148 @default.
• W2895365144 hasConcept C68781425 @default.
• W2895365144 hasConcept C81917197 @default.
• W2895365144 hasConcept C83546350 @default.
• W2895365144 hasConcept C98045186 @default.
• W2895365144 hasConceptScore W2895365144C105795698 @default.
• W2895365144 hasConceptScore W2895365144C111919701 @default.
• W2895365144 hasConceptScore W2895365144C119857082 @default.
• W2895365144 hasConceptScore W2895365144C124101348 @default.
• W2895365144 hasConceptScore W2895365144C126255220 @default.
• W2895365144 hasConceptScore W2895365144C147764199 @default.
• W2895365144 hasConceptScore W2895365144C154945302 @default.
• W2895365144 hasConceptScore W2895365144C159149176 @default.
• W2895365144 hasConceptScore W2895365144C199360897 @default.
• W2895365144 hasConceptScore W2895365144C26517878 @default.
• W2895365144 hasConceptScore W2895365144C33923547 @default.
• W2895365144 hasConceptScore W2895365144C38652104 @default.
• W2895365144 hasConceptScore W2895365144C41008148 @default.
• W2895365144 hasConceptScore W2895365144C68781425 @default.
• W2895365144 hasConceptScore W2895365144C81917197 @default.
• W2895365144 hasConceptScore W2895365144C83546350 @default.
• W2895365144 hasConceptScore W2895365144C98045186 @default.

• next