{"id":"https://openalex.org/W2735298355","doi":"https://doi.org/10.1109/ijcnn.2017.7966281","title":"A robust method for the interpretation of genomic data","display_name":"A robust method for the interpretation of genomic data","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2735298355","doi":"https://doi.org/10.1109/ijcnn.2017.7966281","mag":"2735298355"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2017.7966281","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2017.7966281","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065129344","display_name":"Jade Hind","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jade Hind","raw_affiliation_strings":["Department of Computer Science, Liverpool John Moores University, Liverpool"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Liverpool John Moores University, Liverpool","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113851655","display_name":"Abir Hussain","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Abir Hussain","raw_affiliation_strings":["Department of Computer Science, Liverpool John Moores University, Liverpool"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Liverpool John Moores University, Liverpool","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083103834","display_name":"Dhiya Al\u2010Jumeily","orcid":"https://orcid.org/0000-0002-9170-0568"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dhiya Al-jumeily","raw_affiliation_strings":["Department of Computer Science, Liverpool John Moores University, Liverpool"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Liverpool John Moores University, Liverpool","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085285422","display_name":"Basma Abdulaimma","orcid":null},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Basma Abdulaimma","raw_affiliation_strings":["Department of Computer Science, Liverpool John Moores University, Liverpool"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Liverpool John Moores University, Liverpool","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014242970","display_name":"Casimiro Curbelo Monta\u00f1ez","orcid":"https://orcid.org/0000-0001-5690-2474"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Casimiro Aday Curbelo Montanez","raw_affiliation_strings":["Department of Computer Science, Liverpool John Moores University, Liverpool"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Liverpool John Moores University, Liverpool","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010155676","display_name":"Paulo Lisb\u00f6a","orcid":"https://orcid.org/0000-0001-6365-4499"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Paulo Lisboa","raw_affiliation_strings":["Department of Mathematics, Liverpool John Moores University, Liverpool"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Liverpool John Moores University, Liverpool","institution_ids":["https://openalex.org/I63098007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5065129344"],"corresponding_institution_ids":["https://openalex.org/I63098007"],"apc_list":null,"apc_paid":null,"fwci":0.1063,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.47730225,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"24","issue":null,"first_page":"3385","last_page":"3390"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/predictive-power","display_name":"Predictive power","score":0.6784773468971252},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.6104999780654907},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.578255832195282},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5465944409370422},{"id":"https://openalex.org/keywords/covariate","display_name":"Covariate","score":0.5399736166000366},{"id":"https://openalex.org/keywords/linkage-disequilibrium","display_name":"Linkage disequilibrium","score":0.5356492400169373},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5323303937911987},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4707931578159332},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.4590754210948944},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32465115189552307},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.15021654963493347},{"id":"https://openalex.org/keywords/genotype","display_name":"Genotype","score":0.07698401808738708}],"concepts":[{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.6784773468971252},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.6104999780654907},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.578255832195282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5465944409370422},{"id":"https://openalex.org/C119043178","wikidata":"https://www.wikidata.org/wiki/Q320723","display_name":"Covariate","level":2,"score":0.5399736166000366},{"id":"https://openalex.org/C35605836","wikidata":"https://www.wikidata.org/wiki/Q2064311","display_name":"Linkage disequilibrium","level":5,"score":0.5356492400169373},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5323303937911987},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4707931578159332},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.4590754210948944},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32465115189552307},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.15021654963493347},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.07698401808738708},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C197754878","wikidata":"https://www.wikidata.org/wiki/Q80711","display_name":"Haplotype","level":4,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2017.7966281","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2017.7966281","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1964895626","https://openalex.org/W1968013806","https://openalex.org/W2078390027","https://openalex.org/W2098597355","https://openalex.org/W2108329409","https://openalex.org/W2118685291","https://openalex.org/W2119924680","https://openalex.org/W2120465937","https://openalex.org/W2123794412","https://openalex.org/W2133785492","https://openalex.org/W2410793382","https://openalex.org/W2530382561","https://openalex.org/W2558493806","https://openalex.org/W6680852437"],"related_works":["https://openalex.org/W2985746494","https://openalex.org/W4206042385","https://openalex.org/W2511384863","https://openalex.org/W2080773131","https://openalex.org/W2096089271","https://openalex.org/W2923628599","https://openalex.org/W2014100433","https://openalex.org/W2051519658","https://openalex.org/W2994787386","https://openalex.org/W2002304499"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3],"robust":[4],"methodology":[5,97],"to":[6,101],"find":[7],"biomarkers":[8],"that":[9,46],"are":[10],"predictive":[11,38,87,110],"of":[12,61,67,91,93,108],"any":[13],"given":[14],"clinical":[15],"outcome,":[16],"by":[17],"combining":[18],"three":[19],"critical":[20],"steps:":[21],"Adjustment":[22],"for":[23],"correlated":[24],"biomarkers,":[25,114],"through":[26,65],"Linkage":[27],"Disequilibrium":[28],"pre-processing;":[29],"False":[30],"Detection":[31],"Rate":[32],"(FD)":[33],"control":[34],"with":[35,40,50],"q-values;":[36],"multivariate":[37],"modelling":[39,49,103],"neural":[41,47,63],"networks.":[42],"The":[43,96],"results":[44],"show":[45],"network":[48,64],"pre-processing":[51],"using":[52],"p-values":[53],"can":[54],"be":[55],"misleading.":[56],"In":[57],"particular,":[58],"the":[59,62,68,78,86,94,105,118],"interpretation":[60],"calculation":[66],"conditional":[69],"probabilities":[70],"P(x|c)":[71],"where":[72,104],"x":[73],"represents":[74],"covariates":[75],"and":[76],"c":[77],"classes,":[79],"haw":[80],"an":[81],"important":[82],"role":[83],"in":[84],"elucidating":[85],"power":[88],"(or":[89],"lack":[90],"it)":[92],"biomarkers.":[95],"is":[98,115],"generally":[99],"applicable":[100],"p>n":[102],"initial":[106],"pool":[107],"potential":[109],"parameters":[111],"p,":[112],"e.g.":[113],"greater":[116],"than":[117],"sample":[119],"size":[120],"n.":[121]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
