FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2292551036> ?p ?o ?g. }

• W2292551036 abstract "With the rapid development of electronic, engineering, information and network technologies, large-scale data mining and knowledge discovery have become a new challenge. In this paper, a hierarchical-coevolutionary-MapReduce-based knowledge reduction algorithm (HCMRKR) with robust ensemble Pareto dominance is proposed for big data analysis. Firstly, a novel hierarchical co-evolutionary MapReduce framework with niche neighborhood radius is designed to divide the entire population into N subpopulations. The layered niche neighborhood radius is constructed so that subpopulations can be self-adaptively decomposed into the attribute approximate space with uncovering the underlying interaction structure of decision attributes. The reduction performances of elitist leaders are surely guaranteed to be the same with those using the whole independent dataset. Secondly, a robust ensemble strategy of reduction Pareto equilibrium is adopted to help elitist leaders from the Pareto front region to conduct the ensemble game of reduction subsets in different niche conic subspaces. Thus, most reduction solutions will be enhanced to be more robust within the stable elitists region. Thirdly, various elitist leaders will use the parallel MapReduce mechanism to determine the best strategy to extract their knowledge reduction set, and the adaptive reduction evolution with incremental learning can be implemented well. Experimental results illustrate that the proposed HCMRKR algorithm can effectively and efficiently handle the knowledge reduction problem in the big data sets as well as keeping more robust and stable performances, compared with existing state-of-the-art algorithms. Furthermore, the validation performed on two kinds of neonatal brain MRIs further demonstrates the HCMRKR's promising advantage for the real-world applications." @default.
• W2292551036 created "2016-06-24" @default.
• W2292551036 creator A5001516049 @default.
• W2292551036 creator A5069969191 @default.
• W2292551036 creator A5078893282 @default.
• W2292551036 date "2016-05-01" @default.
• W2292551036 modified "2023-09-26" @default.
• W2292551036 title "A hierarchical-coevolutionary-MapReduce-based knowledge reduction algorithm with robust ensemble Pareto equilibrium" @default.
• W2292551036 cites W1089364990 @default.
• W2292551036 cites W1555689267 @default.
• W2292551036 cites W1843766148 @default.
• W2292551036 cites W191102529 @default.
• W2292551036 cites W1969444434 @default.
• W2292551036 cites W1987690713 @default.
• W2292551036 cites W1993369399 @default.
• W2292551036 cites W1994155216 @default.
• W2292551036 cites W1996936486 @default.
• W2292551036 cites W2004075750 @default.
• W2292551036 cites W2018710238 @default.
• W2292551036 cites W2021050522 @default.
• W2292551036 cites W2023750321 @default.
• W2292551036 cites W2025014945 @default.
• W2292551036 cites W2034407316 @default.
• W2292551036 cites W2040263621 @default.
• W2292551036 cites W2048700485 @default.
• W2292551036 cites W2055428278 @default.
• W2292551036 cites W2057608478 @default.
• W2292551036 cites W2067065405 @default.
• W2292551036 cites W2067934990 @default.
• W2292551036 cites W2071881327 @default.
• W2292551036 cites W2074005500 @default.
• W2292551036 cites W2074175312 @default.
• W2292551036 cites W2078215792 @default.
• W2292551036 cites W2079680557 @default.
• W2292551036 cites W2083347533 @default.
• W2292551036 cites W2084744288 @default.
• W2292551036 cites W2092845575 @default.
• W2292551036 cites W2095555298 @default.
• W2292551036 cites W2097119031 @default.
• W2292551036 cites W2100211715 @default.
• W2292551036 cites W2102130607 @default.
• W2292551036 cites W2103450154 @default.
• W2292551036 cites W2116895317 @default.
• W2292551036 cites W2118520708 @default.
• W2292551036 cites W2118840131 @default.
• W2292551036 cites W2119821739 @default.
• W2292551036 cites W2121429049 @default.
• W2292551036 cites W2125055259 @default.
• W2292551036 cites W2128406786 @default.
• W2292551036 cites W2129908023 @default.
• W2292551036 cites W2130206010 @default.
• W2292551036 cites W2138899937 @default.
• W2292551036 cites W2145418868 @default.
• W2292551036 cites W2147169507 @default.
• W2292551036 cites W2150291840 @default.
• W2292551036 cites W2151101158 @default.
• W2292551036 cites W2155005783 @default.
• W2292551036 cites W2156566884 @default.
• W2292551036 cites W2160307100 @default.
• W2292551036 cites W2162845119 @default.
• W2292551036 cites W2168031320 @default.
• W2292551036 cites W2171366364 @default.
• W2292551036 cites W2173213060 @default.
• W2292551036 cites W2332026188 @default.
• W2292551036 cites W2347982679 @default.
• W2292551036 cites W2497439958 @default.
• W2292551036 cites W2617216414 @default.
• W2292551036 cites W837908851 @default.
• W2292551036 cites W64269816 @default.
• W2292551036 doi "https://doi.org/10.1016/j.ins.2016.01.035" @default.
• W2292551036 hasPublicationYear "2016" @default.
• W2292551036 type Work @default.
• W2292551036 sameAs 2292551036 @default.
• W2292551036 citedByCount "7" @default.
• W2292551036 countsByYear W22925510362016 @default.
• W2292551036 countsByYear W22925510362018 @default.
• W2292551036 countsByYear W22925510362019 @default.
• W2292551036 countsByYear W22925510362020 @default.
• W2292551036 countsByYear W22925510362021 @default.
• W2292551036 crossrefType "journal-article" @default.
• W2292551036 hasAuthorship W2292551036A5001516049 @default.
• W2292551036 hasAuthorship W2292551036A5069969191 @default.
• W2292551036 hasAuthorship W2292551036A5078893282 @default.
• W2292551036 hasConcept C111335779 @default.
• W2292551036 hasConcept C11413529 @default.
• W2292551036 hasConcept C119857082 @default.
• W2292551036 hasConcept C124101348 @default.
• W2292551036 hasConcept C126255220 @default.
• W2292551036 hasConcept C137635306 @default.
• W2292551036 hasConcept C154945302 @default.
• W2292551036 hasConcept C2524010 @default.
• W2292551036 hasConcept C33923547 @default.
• W2292551036 hasConcept C41008148 @default.
• W2292551036 hasConcept C70518039 @default.
• W2292551036 hasConcept C75684735 @default.
• W2292551036 hasConceptScore W2292551036C111335779 @default.
• W2292551036 hasConceptScore W2292551036C11413529 @default.
• W2292551036 hasConceptScore W2292551036C119857082 @default.
• W2292551036 hasConceptScore W2292551036C124101348 @default.
• W2292551036 hasConceptScore W2292551036C126255220 @default.

• next