Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313306856> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W4313306856 abstract "One of the most commonly used approaches for handling complex datasets with high dimensions is dimension-ality reduction. In this scenario, a single deconstruction single reconstruction neural network model for non-negative matrix factorization technique under neural network framework has been developed aiming towards low rank approximation. With the help of hierarchical learning, the pervasiveness of the non-negative input data has been processed to produce a part-based, sparse, and meaningful representation. A modification of the He initialization technique to initialize weights maintaining the non-negativity criteria of the model, has also been proposed. Necessary modification of the ReLU activation function has been made for inhibiting a layer's entire population of neurons from simultaneously adjusting their weights. Regularization has been used in the design of the model's objective function to minimize the risk of overfitting. To prove the competency of the proposed model, the results have been analyzed and compared with that of six other leading dimension reduction techniques on three popular datasets for classification. The analysis of the same has justified the effectiveness and superiority of the model over some others. Additionally the computational complexity of the model has been discussed." @default.
- W4313306856 created "2023-01-06" @default.
- W4313306856 creator A5000655826 @default.
- W4313306856 creator A5076373479 @default.
- W4313306856 date "2022-12-10" @default.
- W4313306856 modified "2023-09-27" @default.
- W4313306856 title "n<sup>2</sup>MFn<sup>2</sup>: Non-negative Matrix Factorization in A Single Deconstruction Single Reconstruction Neural Network Framework for Dimensionality Reduction" @default.
- W4313306856 cites W1677182931 @default.
- W4313306856 cites W1788633279 @default.
- W4313306856 cites W1902027874 @default.
- W4313306856 cites W2016412486 @default.
- W4313306856 cites W2064690543 @default.
- W4313306856 cites W2108433027 @default.
- W4313306856 cites W2555164456 @default.
- W4313306856 cites W2809386270 @default.
- W4313306856 cites W2896691302 @default.
- W4313306856 cites W2897979119 @default.
- W4313306856 cites W2964144157 @default.
- W4313306856 cites W2995906733 @default.
- W4313306856 cites W2997426872 @default.
- W4313306856 cites W3040156878 @default.
- W4313306856 cites W3084258994 @default.
- W4313306856 cites W3172256628 @default.
- W4313306856 cites W4226083731 @default.
- W4313306856 doi "https://doi.org/10.1109/hdis56859.2022.9991646" @default.
- W4313306856 hasPublicationYear "2022" @default.
- W4313306856 type Work @default.
- W4313306856 citedByCount "0" @default.
- W4313306856 crossrefType "proceedings-article" @default.
- W4313306856 hasAuthorship W4313306856A5000655826 @default.
- W4313306856 hasAuthorship W4313306856A5076373479 @default.
- W4313306856 hasConcept C111030470 @default.
- W4313306856 hasConcept C111335779 @default.
- W4313306856 hasConcept C11413529 @default.
- W4313306856 hasConcept C114466953 @default.
- W4313306856 hasConcept C121332964 @default.
- W4313306856 hasConcept C144024400 @default.
- W4313306856 hasConcept C149923435 @default.
- W4313306856 hasConcept C152671427 @default.
- W4313306856 hasConcept C153180895 @default.
- W4313306856 hasConcept C154945302 @default.
- W4313306856 hasConcept C158693339 @default.
- W4313306856 hasConcept C187834632 @default.
- W4313306856 hasConcept C199360897 @default.
- W4313306856 hasConcept C202444582 @default.
- W4313306856 hasConcept C22019652 @default.
- W4313306856 hasConcept C2524010 @default.
- W4313306856 hasConcept C2908647359 @default.
- W4313306856 hasConcept C33676613 @default.
- W4313306856 hasConcept C33923547 @default.
- W4313306856 hasConcept C38365724 @default.
- W4313306856 hasConcept C41008148 @default.
- W4313306856 hasConcept C42355184 @default.
- W4313306856 hasConcept C50644808 @default.
- W4313306856 hasConcept C62520636 @default.
- W4313306856 hasConcept C70518039 @default.
- W4313306856 hasConceptScore W4313306856C111030470 @default.
- W4313306856 hasConceptScore W4313306856C111335779 @default.
- W4313306856 hasConceptScore W4313306856C11413529 @default.
- W4313306856 hasConceptScore W4313306856C114466953 @default.
- W4313306856 hasConceptScore W4313306856C121332964 @default.
- W4313306856 hasConceptScore W4313306856C144024400 @default.
- W4313306856 hasConceptScore W4313306856C149923435 @default.
- W4313306856 hasConceptScore W4313306856C152671427 @default.
- W4313306856 hasConceptScore W4313306856C153180895 @default.
- W4313306856 hasConceptScore W4313306856C154945302 @default.
- W4313306856 hasConceptScore W4313306856C158693339 @default.
- W4313306856 hasConceptScore W4313306856C187834632 @default.
- W4313306856 hasConceptScore W4313306856C199360897 @default.
- W4313306856 hasConceptScore W4313306856C202444582 @default.
- W4313306856 hasConceptScore W4313306856C22019652 @default.
- W4313306856 hasConceptScore W4313306856C2524010 @default.
- W4313306856 hasConceptScore W4313306856C2908647359 @default.
- W4313306856 hasConceptScore W4313306856C33676613 @default.
- W4313306856 hasConceptScore W4313306856C33923547 @default.
- W4313306856 hasConceptScore W4313306856C38365724 @default.
- W4313306856 hasConceptScore W4313306856C41008148 @default.
- W4313306856 hasConceptScore W4313306856C42355184 @default.
- W4313306856 hasConceptScore W4313306856C50644808 @default.
- W4313306856 hasConceptScore W4313306856C62520636 @default.
- W4313306856 hasConceptScore W4313306856C70518039 @default.
- W4313306856 hasLocation W43133068561 @default.
- W4313306856 hasOpenAccess W4313306856 @default.
- W4313306856 hasPrimaryLocation W43133068561 @default.
- W4313306856 hasRelatedWork W1538254361 @default.
- W4313306856 hasRelatedWork W2012148059 @default.
- W4313306856 hasRelatedWork W2030972332 @default.
- W4313306856 hasRelatedWork W2053404149 @default.
- W4313306856 hasRelatedWork W2055537285 @default.
- W4313306856 hasRelatedWork W2183899930 @default.
- W4313306856 hasRelatedWork W2368716251 @default.
- W4313306856 hasRelatedWork W2625258111 @default.
- W4313306856 hasRelatedWork W2951579230 @default.
- W4313306856 hasRelatedWork W4294224199 @default.
- W4313306856 isParatext "false" @default.
- W4313306856 isRetracted "false" @default.
- W4313306856 workType "article" @default.