Matches in SemOpenAlex for { <https://semopenalex.org/work/W2145364450> ?p ?o ?g. }
- W2145364450 endingPage "38" @default.
- W2145364450 startingPage "28" @default.
- W2145364450 abstract "Clinical feature selection problem is the task of selecting and identifying a subset of informative clinical features that are useful for promoting accurate clinical diagnosis. This is a significant task of pragmatic value in the clinical settings as each clinical test is associated with a different financial cost, diagnostic value, and risk for obtaining the measurement. Moreover, with continual introduction of new clinical features, the need to repeat the feature selection task can be very time consuming. Therefore to address this issue, we propose a novel feature selection technique for diagnosis of myocardial infarction – one of the leading causes of morbidity and mortality in many high-income countries. This method adopts the conceptual framework of biological continuum, the optimization capability of genetic algorithm for performing feature selection and the classification ability of support vector machine. Together, a network of clinical risk factors, called the biological continuum based etiological network (BCEN), was constructed. Evaluation of the proposed methods was carried out using the cardiovascular heart study (CHS) dataset. Results demonstrate a significant speedup of 4.73-fold can be achieved for the development of MI classification model. The key advantage of this methodology is the provision of a reusable (feature subset) paradigm for efficient development of up-to-date and efficacious clinical classification models." @default.
- W2145364450 created "2016-06-24" @default.
- W2145364450 creator A5017996912 @default.
- W2145364450 creator A5056339192 @default.
- W2145364450 creator A5082526083 @default.
- W2145364450 creator A5086797855 @default.
- W2145364450 date "2014-02-01" @default.
- W2145364450 modified "2023-09-27" @default.
- W2145364450 title "A biological continuum based approach for efficient clinical classification" @default.
- W2145364450 cites W1841820628 @default.
- W2145364450 cites W1964050087 @default.
- W2145364450 cites W1966575592 @default.
- W2145364450 cites W1967395566 @default.
- W2145364450 cites W1970516435 @default.
- W2145364450 cites W1976529639 @default.
- W2145364450 cites W1977185509 @default.
- W2145364450 cites W1978034823 @default.
- W2145364450 cites W1978249097 @default.
- W2145364450 cites W1986453686 @default.
- W2145364450 cites W1987304112 @default.
- W2145364450 cites W1990517717 @default.
- W2145364450 cites W2003657827 @default.
- W2145364450 cites W2005185472 @default.
- W2145364450 cites W2010291893 @default.
- W2145364450 cites W2012985260 @default.
- W2145364450 cites W2019242939 @default.
- W2145364450 cites W2019583087 @default.
- W2145364450 cites W2039173155 @default.
- W2145364450 cites W2042669518 @default.
- W2145364450 cites W2063428853 @default.
- W2145364450 cites W2067086317 @default.
- W2145364450 cites W2075350810 @default.
- W2145364450 cites W2076506432 @default.
- W2145364450 cites W2087327261 @default.
- W2145364450 cites W2087347434 @default.
- W2145364450 cites W2090077439 @default.
- W2145364450 cites W2090518454 @default.
- W2145364450 cites W2095011130 @default.
- W2145364450 cites W2095740581 @default.
- W2145364450 cites W2095972575 @default.
- W2145364450 cites W2096749972 @default.
- W2145364450 cites W2096863518 @default.
- W2145364450 cites W2106484387 @default.
- W2145364450 cites W2109921660 @default.
- W2145364450 cites W2113127489 @default.
- W2145364450 cites W2115986376 @default.
- W2145364450 cites W2119387367 @default.
- W2145364450 cites W2120102323 @default.
- W2145364450 cites W2122111042 @default.
- W2145364450 cites W2122902250 @default.
- W2145364450 cites W2130695501 @default.
- W2145364450 cites W2131890778 @default.
- W2145364450 cites W2133462743 @default.
- W2145364450 cites W2133506114 @default.
- W2145364450 cites W2134995513 @default.
- W2145364450 cites W2139035873 @default.
- W2145364450 cites W2140108423 @default.
- W2145364450 cites W2140806941 @default.
- W2145364450 cites W2149298154 @default.
- W2145364450 cites W2155121555 @default.
- W2145364450 cites W2160193995 @default.
- W2145364450 cites W2161197885 @default.
- W2145364450 cites W2165741325 @default.
- W2145364450 cites W2167697417 @default.
- W2145364450 cites W2168755415 @default.
- W2145364450 cites W2171287186 @default.
- W2145364450 cites W2171909187 @default.
- W2145364450 cites W4239510810 @default.
- W2145364450 cites W4250503569 @default.
- W2145364450 cites W4292172722 @default.
- W2145364450 cites W4296886862 @default.
- W2145364450 doi "https://doi.org/10.1016/j.jbi.2013.09.002" @default.
- W2145364450 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/24035745" @default.
- W2145364450 hasPublicationYear "2014" @default.
- W2145364450 type Work @default.
- W2145364450 sameAs 2145364450 @default.
- W2145364450 citedByCount "8" @default.
- W2145364450 countsByYear W21453644502014 @default.
- W2145364450 countsByYear W21453644502015 @default.
- W2145364450 countsByYear W21453644502017 @default.
- W2145364450 countsByYear W21453644502018 @default.
- W2145364450 countsByYear W21453644502021 @default.
- W2145364450 countsByYear W21453644502023 @default.
- W2145364450 crossrefType "journal-article" @default.
- W2145364450 hasAuthorship W2145364450A5017996912 @default.
- W2145364450 hasAuthorship W2145364450A5056339192 @default.
- W2145364450 hasAuthorship W2145364450A5082526083 @default.
- W2145364450 hasAuthorship W2145364450A5086797855 @default.
- W2145364450 hasBestOaLocation W21453644501 @default.
- W2145364450 hasConcept C119857082 @default.
- W2145364450 hasConcept C12267149 @default.
- W2145364450 hasConcept C124101348 @default.
- W2145364450 hasConcept C127413603 @default.
- W2145364450 hasConcept C148483581 @default.
- W2145364450 hasConcept C153180895 @default.
- W2145364450 hasConcept C154945302 @default.
- W2145364450 hasConcept C201995342 @default.
- W2145364450 hasConcept C2780451532 @default.