{"id":"https://openalex.org/W1576919913","doi":null,"title":"Constructive Neural Networks to Predict Breast Cancer Outcome by Using Gene Expression Profiles","display_name":"Constructive Neural Networks to Predict Breast Cancer Outcome by Using Gene Expression Profiles","publication_year":2016,"publication_date":"2016-01-05","ids":{"openalex":"https://openalex.org/W1576919913","mag":"1576919913"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.700.707","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.700.707","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.lcc.uma.es/%7Elfranco/B14-Urda%2BSubirats%2B%2B2010.pdf","raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"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/A5037345774","display_name":"Daniel Urda","orcid":"https://orcid.org/0000-0003-2662-798X","observed_orcids":["https://orcid.org/0000-0003-2662-798X"]},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Daniel Urda","raw_affiliation_strings":["Departament of Computer Science, University of Malaga, Spain#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departament of Computer Science, University of Malaga, Spain#TAB#","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053326943","display_name":"Jos\u00e9 Luis Subirats","orcid":"https://orcid.org/0000-0002-9829-5235","observed_orcids":["https://orcid.org/0000-0002-9829-5235","https://orcid.org/0000-0003-1562-5874"]},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose \u0301 Luis Subirats","raw_affiliation_strings":["Departament of Computer Science, University of Malaga, Spain#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departament of Computer Science, University of Malaga, Spain#TAB#","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090072367","display_name":"Leonardo Franco","orcid":"https://orcid.org/0000-0003-0012-5914","observed_orcids":["https://orcid.org/0000-0003-0012-5914"]},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Leo Franco","raw_affiliation_strings":["Departament of Computer Science, University of Malaga, Spain#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departament of Computer Science, University of Malaga, Spain#TAB#","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009946045","display_name":"Jose Manuel Jerez","orcid":"https://orcid.org/0000-0002-7858-2966","observed_orcids":["https://orcid.org/0000-0002-7858-2966"]},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose \u0301 Manuel Jerez","raw_affiliation_strings":["Departament of Computer Science, University of Malaga, Spain#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departament of Computer Science, University of Malaga, Spain#TAB#","institution_ids":["https://openalex.org/I82767444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I82767444"],"apc_list":null,"apc_paid":null,"fwci":0.128,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.50403686,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9955999851226807,"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":0.9955999851226807,"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/T10183","display_name":"Breast Cancer Treatment Studies","score":0.004100000020116568,"subfield":{"id":"https://openalex.org/subfields/1306","display_name":"Cancer Research"},"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/T10320","display_name":"Neural Networks and Applications","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/constructive-neural-networks","display_name":"constructive neural networks","score":0.8550000190734863},{"id":"https://openalex.org/keywords/breast-cancer-prognosis","display_name":"breast cancer prognosis","score":0.8640000224113464},{"id":"https://openalex.org/keywords/gene-expression-profiling","display_name":"gene expression profiling","score":0.9319999814033508},{"id":"https://openalex.org/keywords/microarray-data","display_name":"microarray data","score":0.8109999895095825},{"id":"https://openalex.org/keywords/artificial-neural-networks-comparison","display_name":"artificial neural networks comparison","score":0.6629999876022339}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6723917722702026},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6654468774795532},{"id":"https://openalex.org/C2778701210","wikidata":"https://www.wikidata.org/wiki/Q28130034","display_name":"Constructive","level":3,"score":0.6097472310066223},{"id":"https://openalex.org/C95371953","wikidata":"https://www.wikidata.org/wiki/Q591745","display_name":"DNA microarray","level":4,"score":0.5169565081596375},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5026164054870605},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.49662309885025024},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49434757232666016},{"id":"https://openalex.org/C67339327","wikidata":"https://www.wikidata.org/wiki/Q1502576","display_name":"Gene regulatory network","level":4,"score":0.44620388746261597},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.43464338779449463},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42693421244621277},{"id":"https://openalex.org/C18431079","wikidata":"https://www.wikidata.org/wiki/Q1502169","display_name":"Gene expression profiling","level":4,"score":0.41852423548698425},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.4126075804233551},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.37737685441970825},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.24695396423339844},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.2225199043750763},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.20315751433372498},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1893872320652008},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0816718339920044},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.700.707","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.700.707","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.lcc.uma.es/%7Elfranco/B14-Urda%2BSubirats%2B%2B2010.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.5683000087738037}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2009784977","https://openalex.org/W2024060531","https://openalex.org/W2036647776","https://openalex.org/W2039670970","https://openalex.org/W2040870580","https://openalex.org/W2073849130","https://openalex.org/W2083218385","https://openalex.org/W2083467923","https://openalex.org/W2096307164","https://openalex.org/W2110179049","https://openalex.org/W2116281086","https://openalex.org/W2128033389","https://openalex.org/W2128076038","https://openalex.org/W2147504239","https://openalex.org/W2147524202","https://openalex.org/W2150641058","https://openalex.org/W2160910000","https://openalex.org/W2165758113","https://openalex.org/W2168561598","https://openalex.org/W2247438514","https://openalex.org/W2411756531","https://openalex.org/W3207342693"],"related_works":["https://openalex.org/W2083467923","https://openalex.org/W2131334913","https://openalex.org/W2015567955","https://openalex.org/W2266102409","https://openalex.org/W1948991958","https://openalex.org/W2093642017","https://openalex.org/W4220705882","https://openalex.org/W2148390682","https://openalex.org/W776533941","https://openalex.org/W4206028879"],"abstract_inverted_index":{"Abstract.":[0],"Gene":[1],"expression":[2],"profiling":[3],"strategies":[4],"have":[5],"attracted":[6],"consid-erable":[7],"interest":[8],"from":[9,43,108],"biologist":[10],"due":[11],"to":[12,34,100,141],"the":[13,67,70,74,120,130,147],"potential":[14],"for":[15,79,150],"high":[16],"throughput":[17],"analysis":[18],"of":[19,21,23,39,50,69],"hundreds":[20],"thousands":[22],"gene":[24,41,143],"transcripts.":[25],"Methods":[26],"using":[27,51,106],"artifical":[28],"neural":[29,76,92],"networks":[30,93],"(ANNs)":[31],"were":[32],"developed":[33],"identify":[35,142],"an":[36],"optimal":[37],"subset":[38],"predictive":[40],"transcripts":[42],"highly":[44],"dimensional":[45],"microarray":[46],"data.":[47],"The":[48,111],"problematic":[49],"a":[52,80,86,138,151],"stepwise":[53],"forward":[54],"selection":[55],"ANN":[56,121],"method":[57],"is":[58,84,96],"that":[59,115,145],"it":[60],"needs":[61],"many":[62],"different":[63],"parameters":[64],"depending":[65],"on":[66],"complexity":[68],"problem":[71,83],"and":[72],"choosing":[73],"proper":[75],"network":[77],"architecture":[78],"given":[81,152],"classification":[82],"not":[85],"trivial":[87],"problem.":[88],"A":[89],"novel":[90],"construc-tive":[91],"algorithm":[94],"(CMantec)":[95],"applied":[97],"in":[98,124,129],"order":[99],"predict":[101,146],"estrogen":[102],"receptor":[103],"status":[104,149],"by":[105],"data":[107],"microarrays":[109],"experiments.":[110],"obtained":[112],"results":[113],"show":[114],"CMantec":[116,135],"model":[117,122],"clearly":[118],"outperforms":[119],"both":[123],"process":[125],"execution":[126],"time":[127],"as":[128,137],"final":[131],"prognosis":[132],"ac-curacy.":[133],"Therefore,":[134],"appears":[136],"powerful":[139],"tool":[140],"signatures":[144],"ER":[148],"patient.":[153]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2013,"cited_by_count":2}],"updated_date":"2026-09-29T14:09:16.559479","created_date":"2016-06-24T00:00:00"}
