Matches in SemOpenAlex for { <https://semopenalex.org/work/W1570687914> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W1570687914 abstract "The main objective of this work is to automatically design artificial neural network, ANN, models with sigmoid basis units for multiclassification tasks in predictive microbiology. The classifiers obtained achieve a double objective: high classification level in the dataset and high classification level for each class. For learning, the structure and weights of the ANN we present an Hybrid Pareto Differential Evolution Neural Network (HPDENN), a Differential Evolutionary approach based on the PDE multiobjective evolutionary algorithm. The PDE algorithm is augmented with a local search using the improved Resilient Backpropagation with backtraking-IRprop+ algorithm. To analyze the robustness of this methodology, we have applied it to two complex problems of classification in predictive microbiology (Staphylococcus Aureus and Shigella Flexneri). The results obtained in Correct Classification Rate (C) and Minimum Sensitivity (S) for each class show that the generalization ability and the classification rate in each class can be more efficiently improved within this multiobjective algorithm." @default.
- W1570687914 created "2016-06-24" @default.
- W1570687914 creator A5032236580 @default.
- W1570687914 creator A5034210024 @default.
- W1570687914 creator A5050268688 @default.
- W1570687914 creator A5080862780 @default.
- W1570687914 creator A5086980043 @default.
- W1570687914 date "2010-01-01" @default.
- W1570687914 modified "2023-10-18" @default.
- W1570687914 title "Hybrid Pareto Differential Evolutionary Artificial Neural Networks to Determined Growth Multi-classes in Predictive Microbiology" @default.
- W1570687914 cites W1512322814 @default.
- W1570687914 cites W2028070629 @default.
- W1570687914 cites W2081808304 @default.
- W1570687914 cites W2084315753 @default.
- W1570687914 cites W2146228081 @default.
- W1570687914 cites W2148711963 @default.
- W1570687914 cites W2169738614 @default.
- W1570687914 doi "https://doi.org/10.1007/978-3-642-13033-5_66" @default.
- W1570687914 hasPublicationYear "2010" @default.
- W1570687914 type Work @default.
- W1570687914 sameAs 1570687914 @default.
- W1570687914 citedByCount "2" @default.
- W1570687914 countsByYear W15706879142014 @default.
- W1570687914 crossrefType "book-chapter" @default.
- W1570687914 hasAuthorship W1570687914A5032236580 @default.
- W1570687914 hasAuthorship W1570687914A5034210024 @default.
- W1570687914 hasAuthorship W1570687914A5050268688 @default.
- W1570687914 hasAuthorship W1570687914A5080862780 @default.
- W1570687914 hasAuthorship W1570687914A5086980043 @default.
- W1570687914 hasConcept C104317684 @default.
- W1570687914 hasConcept C119857082 @default.
- W1570687914 hasConcept C126255220 @default.
- W1570687914 hasConcept C134306372 @default.
- W1570687914 hasConcept C137635306 @default.
- W1570687914 hasConcept C153180895 @default.
- W1570687914 hasConcept C154945302 @default.
- W1570687914 hasConcept C155032097 @default.
- W1570687914 hasConcept C159149176 @default.
- W1570687914 hasConcept C177148314 @default.
- W1570687914 hasConcept C185592680 @default.
- W1570687914 hasConcept C33923547 @default.
- W1570687914 hasConcept C41008148 @default.
- W1570687914 hasConcept C50644808 @default.
- W1570687914 hasConcept C55493867 @default.
- W1570687914 hasConcept C63479239 @default.
- W1570687914 hasConcept C74750220 @default.
- W1570687914 hasConcept C81388566 @default.
- W1570687914 hasConceptScore W1570687914C104317684 @default.
- W1570687914 hasConceptScore W1570687914C119857082 @default.
- W1570687914 hasConceptScore W1570687914C126255220 @default.
- W1570687914 hasConceptScore W1570687914C134306372 @default.
- W1570687914 hasConceptScore W1570687914C137635306 @default.
- W1570687914 hasConceptScore W1570687914C153180895 @default.
- W1570687914 hasConceptScore W1570687914C154945302 @default.
- W1570687914 hasConceptScore W1570687914C155032097 @default.
- W1570687914 hasConceptScore W1570687914C159149176 @default.
- W1570687914 hasConceptScore W1570687914C177148314 @default.
- W1570687914 hasConceptScore W1570687914C185592680 @default.
- W1570687914 hasConceptScore W1570687914C33923547 @default.
- W1570687914 hasConceptScore W1570687914C41008148 @default.
- W1570687914 hasConceptScore W1570687914C50644808 @default.
- W1570687914 hasConceptScore W1570687914C55493867 @default.
- W1570687914 hasConceptScore W1570687914C63479239 @default.
- W1570687914 hasConceptScore W1570687914C74750220 @default.
- W1570687914 hasConceptScore W1570687914C81388566 @default.
- W1570687914 hasLocation W15706879141 @default.
- W1570687914 hasOpenAccess W1570687914 @default.
- W1570687914 hasPrimaryLocation W15706879141 @default.
- W1570687914 hasRelatedWork W1515858224 @default.
- W1570687914 hasRelatedWork W1516806961 @default.
- W1570687914 hasRelatedWork W1974547209 @default.
- W1570687914 hasRelatedWork W1976070030 @default.
- W1570687914 hasRelatedWork W2039797595 @default.
- W1570687914 hasRelatedWork W2049142850 @default.
- W1570687914 hasRelatedWork W2052121351 @default.
- W1570687914 hasRelatedWork W2070171716 @default.
- W1570687914 hasRelatedWork W2073443733 @default.
- W1570687914 hasRelatedWork W2136127502 @default.
- W1570687914 hasRelatedWork W2144788105 @default.
- W1570687914 hasRelatedWork W2152280074 @default.
- W1570687914 hasRelatedWork W2312250995 @default.
- W1570687914 hasRelatedWork W2371364997 @default.
- W1570687914 hasRelatedWork W2391409228 @default.
- W1570687914 hasRelatedWork W2525428831 @default.
- W1570687914 hasRelatedWork W2536186530 @default.
- W1570687914 hasRelatedWork W2612248597 @default.
- W1570687914 hasRelatedWork W2620093353 @default.
- W1570687914 hasRelatedWork W2912726226 @default.
- W1570687914 isParatext "false" @default.
- W1570687914 isRetracted "false" @default.
- W1570687914 magId "1570687914" @default.
- W1570687914 workType "book-chapter" @default.