FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1540278001> ?p ?o ?g. }

• W1540278001 endingPage "148" @default.
• W1540278001 startingPage "137" @default.
• W1540278001 abstract "Rule-based classification is a typical data mining task that is being used in several medical diagnosis and decision support systems. The rules stored in the rule base have an impact on classification efficiency. Rule sets that are extracted with data mining tools and techniques are optimized using heuristic or meta-heuristic approaches in order to improve the quality of the rule base. In this work, a meta-heuristic approach called Wind-driven Swarm Optimization (WSO) is used. The uniqueness of this work lies in the biological inspiration that underlies the algorithm.WSO uses Jval, a new metric, to evaluate the efficiency of a rule-based classifier. Rules are extracted from decision trees. WSO is used to obtain different permutations and combinations of rules whereby the optimal ruleset that satisfies the requirement of the developer is used for predicting the test data. The performance of various extensions of decision trees, namely, RIPPER, PART, FURIA and Decision Tables are analyzed. The efficiency of WSO is also compared with the traditional Particle Swarm Optimization.Experiments were carried out with six benchmark medical datasets. The traditional C4.5 algorithm yields 62.89% accuracy with 43 rules for liver disorders dataset where as WSO yields 64.60% with 19 rules. For Heart disease dataset, C4.5 is 68.64% accurate with 98 rules where as WSO is 77.8% accurate with 34 rules. The normalized standard deviation for accuracy of PSO and WSO are 0.5921 and 0.5846 respectively.WSO provides accurate and concise rulesets. PSO yields results similar to that of WSO but the novelty of WSO lies in its biological motivation and it is customization for rule base optimization. The trade-off between the prediction accuracy and the size of the rule base is optimized during the design and development of rule-based clinical decision support system. The efficiency of a decision support system relies on the content of the rule base and classification accuracy." @default.
• W1540278001 created "2016-06-24" @default.
• W1540278001 creator A5026138153 @default.
• W1540278001 creator A5027292573 @default.
• W1540278001 creator A5031283206 @default.
• W1540278001 date "2015-10-01" @default.
• W1540278001 modified "2023-09-30" @default.
• W1540278001 title "A Swarm Optimization approach for clinical knowledge mining" @default.
• W1540278001 cites W1955291487 @default.
• W1540278001 cites W1966250206 @default.
• W1540278001 cites W1971541988 @default.
• W1540278001 cites W1972462693 @default.
• W1540278001 cites W1981300217 @default.
• W1540278001 cites W1984762043 @default.
• W1540278001 cites W1985334587 @default.
• W1540278001 cites W1986740239 @default.
• W1540278001 cites W1987234899 @default.
• W1540278001 cites W1991248646 @default.
• W1540278001 cites W1998391576 @default.
• W1540278001 cites W2004288989 @default.
• W1540278001 cites W2014374971 @default.
• W1540278001 cites W2018280557 @default.
• W1540278001 cites W2028635543 @default.
• W1540278001 cites W2029261143 @default.
• W1540278001 cites W2043853198 @default.
• W1540278001 cites W2053224654 @default.
• W1540278001 cites W2054878539 @default.
• W1540278001 cites W2057991615 @default.
• W1540278001 cites W2060735344 @default.
• W1540278001 cites W2062143206 @default.
• W1540278001 cites W2062941446 @default.
• W1540278001 cites W2074578935 @default.
• W1540278001 cites W2077000544 @default.
• W1540278001 cites W2077863624 @default.
• W1540278001 cites W2084147663 @default.
• W1540278001 cites W2088633020 @default.
• W1540278001 cites W2096814546 @default.
• W1540278001 cites W2108388069 @default.
• W1540278001 cites W2125301736 @default.
• W1540278001 cites W2125314042 @default.
• W1540278001 cites W2128935152 @default.
• W1540278001 cites W2131613989 @default.
• W1540278001 cites W2132366653 @default.
• W1540278001 cites W2135432106 @default.
• W1540278001 cites W2139339670 @default.
• W1540278001 cites W2143001780 @default.
• W1540278001 cites W2155005783 @default.
• W1540278001 cites W2163194931 @default.
• W1540278001 cites W2164400088 @default.
• W1540278001 cites W2169245194 @default.
• W1540278001 cites W2313816794 @default.
• W1540278001 cites W3100105995 @default.
• W1540278001 doi "https://doi.org/10.1016/j.cmpb.2015.05.007" @default.
• W1540278001 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/26115604" @default.
• W1540278001 hasPublicationYear "2015" @default.
• W1540278001 type Work @default.
• W1540278001 sameAs 1540278001 @default.
• W1540278001 citedByCount "26" @default.
• W1540278001 countsByYear W15402780012016 @default.
• W1540278001 countsByYear W15402780012017 @default.
• W1540278001 countsByYear W15402780012018 @default.
• W1540278001 countsByYear W15402780012019 @default.
• W1540278001 countsByYear W15402780012020 @default.
• W1540278001 countsByYear W15402780012021 @default.
• W1540278001 countsByYear W15402780012022 @default.
• W1540278001 crossrefType "journal-article" @default.
• W1540278001 hasAuthorship W1540278001A5026138153 @default.
• W1540278001 hasAuthorship W1540278001A5027292573 @default.
• W1540278001 hasAuthorship W1540278001A5031283206 @default.
• W1540278001 hasConcept C109718341 @default.
• W1540278001 hasConcept C11413529 @default.
• W1540278001 hasConcept C119857082 @default.
• W1540278001 hasConcept C124101348 @default.
• W1540278001 hasConcept C127413603 @default.
• W1540278001 hasConcept C154945302 @default.
• W1540278001 hasConcept C173801870 @default.
• W1540278001 hasConcept C176217482 @default.
• W1540278001 hasConcept C181335050 @default.
• W1540278001 hasConcept C21547014 @default.
• W1540278001 hasConcept C41008148 @default.
• W1540278001 hasConcept C84525736 @default.
• W1540278001 hasConcept C84839998 @default.
• W1540278001 hasConcept C85617194 @default.
• W1540278001 hasConcept C95623464 @default.
• W1540278001 hasConceptScore W1540278001C109718341 @default.
• W1540278001 hasConceptScore W1540278001C11413529 @default.
• W1540278001 hasConceptScore W1540278001C119857082 @default.
• W1540278001 hasConceptScore W1540278001C124101348 @default.
• W1540278001 hasConceptScore W1540278001C127413603 @default.
• W1540278001 hasConceptScore W1540278001C154945302 @default.
• W1540278001 hasConceptScore W1540278001C173801870 @default.
• W1540278001 hasConceptScore W1540278001C176217482 @default.
• W1540278001 hasConceptScore W1540278001C181335050 @default.
• W1540278001 hasConceptScore W1540278001C21547014 @default.
• W1540278001 hasConceptScore W1540278001C41008148 @default.
• W1540278001 hasConceptScore W1540278001C84525736 @default.
• W1540278001 hasConceptScore W1540278001C84839998 @default.
• W1540278001 hasConceptScore W1540278001C85617194 @default.

• next