Matches in SemOpenAlex for { <https://semopenalex.org/work/W2279613615> ?p ?o ?g. }
- W2279613615 endingPage "779" @default.
- W2279613615 startingPage "760" @default.
- W2279613615 abstract "Artificial neural network is proved to be an effective algorithm for dealing with recognition, regression and classification tasks. At present a number of neural network implementations have been developed, for example Hamming network, Grossberg network, Hopfield network and so on. Among these implementations, back propagation neural network (BPNN) has become the most popular one due to its sensational function approximation and generalization abilities. However, in the current big data researches, BPNN, as a both data intensive and computational intensive algorithm, its efficiency has been significantly impacted. Therefore, this paper presents a parallel BPNN algorithm based on data separation in three distributed computing environments including Hadoop, HaLoop and Spark. Moreover to improve the algorithm performance in terms of accuracy, ensemble techniques have been employed. The algorithm is firstly evaluated in a small-scale cluster. And then it is further evaluated in a commercial cloud computing environment. The experimental results indicate that the proposed algorithm can improve the efficiency of BPNN with guaranteeing its accuracy." @default.
- W2279613615 created "2016-06-24" @default.
- W2279613615 creator A5026237130 @default.
- W2279613615 creator A5046289864 @default.
- W2279613615 creator A5075039318 @default.
- W2279613615 date "2016-02-24" @default.
- W2279613615 modified "2023-10-10" @default.
- W2279613615 title "The Parallelization of Back Propagation Neural Network in MapReduce and Spark" @default.
- W2279613615 cites W1974179131 @default.
- W2279613615 cites W2002096058 @default.
- W2279613615 cites W2007933982 @default.
- W2279613615 cites W2013344760 @default.
- W2279613615 cites W2015398160 @default.
- W2279613615 cites W2016055711 @default.
- W2279613615 cites W2025680518 @default.
- W2279613615 cites W2050535280 @default.
- W2279613615 cites W2081822519 @default.
- W2279613615 cites W2086964121 @default.
- W2279613615 cites W2108739216 @default.
- W2279613615 cites W2109552880 @default.
- W2279613615 cites W2135107236 @default.
- W2279613615 cites W2137351756 @default.
- W2279613615 cites W2168816827 @default.
- W2279613615 cites W2173213060 @default.
- W2279613615 cites W2176499795 @default.
- W2279613615 cites W4211140533 @default.
- W2279613615 doi "https://doi.org/10.1007/s10766-016-0401-1" @default.
- W2279613615 hasPublicationYear "2016" @default.
- W2279613615 type Work @default.
- W2279613615 sameAs 2279613615 @default.
- W2279613615 citedByCount "29" @default.
- W2279613615 countsByYear W22796136152016 @default.
- W2279613615 countsByYear W22796136152017 @default.
- W2279613615 countsByYear W22796136152018 @default.
- W2279613615 countsByYear W22796136152019 @default.
- W2279613615 countsByYear W22796136152020 @default.
- W2279613615 countsByYear W22796136152022 @default.
- W2279613615 countsByYear W22796136152023 @default.
- W2279613615 crossrefType "journal-article" @default.
- W2279613615 hasAuthorship W2279613615A5026237130 @default.
- W2279613615 hasAuthorship W2279613615A5046289864 @default.
- W2279613615 hasAuthorship W2279613615A5075039318 @default.
- W2279613615 hasBestOaLocation W22796136152 @default.
- W2279613615 hasConcept C111919701 @default.
- W2279613615 hasConcept C11413529 @default.
- W2279613615 hasConcept C120373497 @default.
- W2279613615 hasConcept C124101348 @default.
- W2279613615 hasConcept C134306372 @default.
- W2279613615 hasConcept C154945302 @default.
- W2279613615 hasConcept C155032097 @default.
- W2279613615 hasConcept C157125643 @default.
- W2279613615 hasConcept C173608175 @default.
- W2279613615 hasConcept C177148314 @default.
- W2279613615 hasConcept C199360897 @default.
- W2279613615 hasConcept C24858836 @default.
- W2279613615 hasConcept C26713055 @default.
- W2279613615 hasConcept C2781215313 @default.
- W2279613615 hasConcept C33923547 @default.
- W2279613615 hasConcept C41008148 @default.
- W2279613615 hasConcept C50644808 @default.
- W2279613615 hasConcept C57273362 @default.
- W2279613615 hasConcept C73150493 @default.
- W2279613615 hasConcept C75684735 @default.
- W2279613615 hasConcept C79974875 @default.
- W2279613615 hasConceptScore W2279613615C111919701 @default.
- W2279613615 hasConceptScore W2279613615C11413529 @default.
- W2279613615 hasConceptScore W2279613615C120373497 @default.
- W2279613615 hasConceptScore W2279613615C124101348 @default.
- W2279613615 hasConceptScore W2279613615C134306372 @default.
- W2279613615 hasConceptScore W2279613615C154945302 @default.
- W2279613615 hasConceptScore W2279613615C155032097 @default.
- W2279613615 hasConceptScore W2279613615C157125643 @default.
- W2279613615 hasConceptScore W2279613615C173608175 @default.
- W2279613615 hasConceptScore W2279613615C177148314 @default.
- W2279613615 hasConceptScore W2279613615C199360897 @default.
- W2279613615 hasConceptScore W2279613615C24858836 @default.
- W2279613615 hasConceptScore W2279613615C26713055 @default.
- W2279613615 hasConceptScore W2279613615C2781215313 @default.
- W2279613615 hasConceptScore W2279613615C33923547 @default.
- W2279613615 hasConceptScore W2279613615C41008148 @default.
- W2279613615 hasConceptScore W2279613615C50644808 @default.
- W2279613615 hasConceptScore W2279613615C57273362 @default.
- W2279613615 hasConceptScore W2279613615C73150493 @default.
- W2279613615 hasConceptScore W2279613615C75684735 @default.
- W2279613615 hasConceptScore W2279613615C79974875 @default.
- W2279613615 hasIssue "4" @default.
- W2279613615 hasLocation W22796136151 @default.
- W2279613615 hasLocation W22796136152 @default.
- W2279613615 hasOpenAccess W2279613615 @default.
- W2279613615 hasPrimaryLocation W22796136151 @default.
- W2279613615 hasRelatedWork W1863534956 @default.
- W2279613615 hasRelatedWork W1868434454 @default.
- W2279613615 hasRelatedWork W1966421350 @default.
- W2279613615 hasRelatedWork W2088845016 @default.
- W2279613615 hasRelatedWork W2128396103 @default.
- W2279613615 hasRelatedWork W2142561263 @default.
- W2279613615 hasRelatedWork W3015859229 @default.
- W2279613615 hasRelatedWork W4239286941 @default.