Matches in SemOpenAlex for { <https://semopenalex.org/work/W2615383022> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W2615383022 abstract "This paper is an attempt to create a method and system for generating an optimal machine-based pattern recognition system. If successful, this allows any given classifier to improve its classification accuracy by introducing a genetic optimization pre-processing method combined with a probabilistic ensemble voting system. Several problems were identified, and the solutions proposed were based on literature review on similar fields of research. The proposed system utilizes a Fuzzy ARTMAP variant, Biased ARTMAP, as the core pattern learning and classification method for extracted features due to its ability for incremental learning and a biasing parameter which improves its online learning capability over the traditional Fuzzy ARTMAP. One weakness in the ARTMAP system is the effect of the training data sequence on the ARTMAPs learning processes, and consequently, its classification accuracy. A genetic permutation method is proposed to solve this problem by optimizing the training data sequence over several generations of genetic mating and mutation operations. The best training sequences are selected to train multiple Biased ARTMAPs and combined in a probabilistic voting system to determine the final class prediction. Classification performance of the voting system can be improved by implementing a reliability threshold to filter unreliable predictions from the final results. Genetic optimization of the training process combined with the probabilistic voting system improved the Biased ARTMAPs classification accuracy to 75% - 87%, up from 67% using only the Biased ARTMAP system." @default.
- W2615383022 created "2017-05-26" @default.
- W2615383022 creator A5005089799 @default.
- W2615383022 creator A5028566265 @default.
- W2615383022 creator A5060253792 @default.
- W2615383022 date "2012-01-01" @default.
- W2615383022 modified "2023-09-27" @default.
- W2615383022 title "General pattern learning and recognition using genetically-optimized training of a biased ARTMAP ensemble voting system" @default.
- W2615383022 hasPublicationYear "2012" @default.
- W2615383022 type Work @default.
- W2615383022 sameAs 2615383022 @default.
- W2615383022 citedByCount "0" @default.
- W2615383022 crossrefType "journal-article" @default.
- W2615383022 hasAuthorship W2615383022A5005089799 @default.
- W2615383022 hasAuthorship W2615383022A5028566265 @default.
- W2615383022 hasAuthorship W2615383022A5060253792 @default.
- W2615383022 hasConcept C119857082 @default.
- W2615383022 hasConcept C12267149 @default.
- W2615383022 hasConcept C124101348 @default.
- W2615383022 hasConcept C153180895 @default.
- W2615383022 hasConcept C153668964 @default.
- W2615383022 hasConcept C154945302 @default.
- W2615383022 hasConcept C17744445 @default.
- W2615383022 hasConcept C189119545 @default.
- W2615383022 hasConcept C199539241 @default.
- W2615383022 hasConcept C41008148 @default.
- W2615383022 hasConcept C49937458 @default.
- W2615383022 hasConcept C52001869 @default.
- W2615383022 hasConcept C520049643 @default.
- W2615383022 hasConcept C8880873 @default.
- W2615383022 hasConcept C94625758 @default.
- W2615383022 hasConcept C95623464 @default.
- W2615383022 hasConceptScore W2615383022C119857082 @default.
- W2615383022 hasConceptScore W2615383022C12267149 @default.
- W2615383022 hasConceptScore W2615383022C124101348 @default.
- W2615383022 hasConceptScore W2615383022C153180895 @default.
- W2615383022 hasConceptScore W2615383022C153668964 @default.
- W2615383022 hasConceptScore W2615383022C154945302 @default.
- W2615383022 hasConceptScore W2615383022C17744445 @default.
- W2615383022 hasConceptScore W2615383022C189119545 @default.
- W2615383022 hasConceptScore W2615383022C199539241 @default.
- W2615383022 hasConceptScore W2615383022C41008148 @default.
- W2615383022 hasConceptScore W2615383022C49937458 @default.
- W2615383022 hasConceptScore W2615383022C52001869 @default.
- W2615383022 hasConceptScore W2615383022C520049643 @default.
- W2615383022 hasConceptScore W2615383022C8880873 @default.
- W2615383022 hasConceptScore W2615383022C94625758 @default.
- W2615383022 hasConceptScore W2615383022C95623464 @default.
- W2615383022 hasLocation W26153830221 @default.
- W2615383022 hasOpenAccess W2615383022 @default.
- W2615383022 hasPrimaryLocation W26153830221 @default.
- W2615383022 hasRelatedWork W124719093 @default.
- W2615383022 hasRelatedWork W1495850371 @default.
- W2615383022 hasRelatedWork W156624723 @default.
- W2615383022 hasRelatedWork W1612025706 @default.
- W2615383022 hasRelatedWork W182730503 @default.
- W2615383022 hasRelatedWork W1978302333 @default.
- W2615383022 hasRelatedWork W1982510127 @default.
- W2615383022 hasRelatedWork W2057778513 @default.
- W2615383022 hasRelatedWork W2104813983 @default.
- W2615383022 hasRelatedWork W2109923288 @default.
- W2615383022 hasRelatedWork W2121836213 @default.
- W2615383022 hasRelatedWork W2126391043 @default.
- W2615383022 hasRelatedWork W2128746713 @default.
- W2615383022 hasRelatedWork W2131757804 @default.
- W2615383022 hasRelatedWork W2362028365 @default.
- W2615383022 hasRelatedWork W2367894879 @default.
- W2615383022 hasRelatedWork W2417999172 @default.
- W2615383022 hasRelatedWork W2896010623 @default.
- W2615383022 hasRelatedWork W2908530137 @default.
- W2615383022 hasRelatedWork W2043572211 @default.
- W2615383022 isParatext "false" @default.
- W2615383022 isRetracted "false" @default.
- W2615383022 magId "2615383022" @default.
- W2615383022 workType "article" @default.