{"id":"https://openalex.org/W2006832347","doi":"https://doi.org/10.1186/1471-2105-8-90","title":"Importance of data structure in comparing two dimension reduction methods for classification of microarray gene expression data","display_name":"Importance of data structure in comparing two dimension reduction methods for classification of microarray gene expression data","publication_year":2007,"publication_date":"2007-03-13","ids":{"openalex":"https://openalex.org/W2006832347","doi":"https://doi.org/10.1186/1471-2105-8-90","mag":"2006832347","pmid":"https://pubmed.ncbi.nlm.nih.gov/17355634"},"language":"en","primary_location":{"id":"doi:10.1186/1471-2105-8-90","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-8-90","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-8-90","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-8-90","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011315376","display_name":"Caroline Truntzer","orcid":"https://orcid.org/0000-0003-0895-4813"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210096512","display_name":"Communaut\u00e9 urbaine de Lyon","ror":"https://ror.org/00pbrnp49","country_code":"FR","type":"other","lineage":["https://openalex.org/I4210096512"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Caroline Truntzer","raw_affiliation_strings":["CNRS, UMR 5558--Equipe Biostatistique Sant\u00e9, Villeurbanne, France. caroline.truntzer@chu-lyon.fr","Biostatistiques sant\u00e9"],"affiliations":[{"raw_affiliation_string":"CNRS, UMR 5558--Equipe Biostatistique Sant\u00e9, Villeurbanne, France. caroline.truntzer@chu-lyon.fr","institution_ids":["https://openalex.org/I4210096512","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Biostatistiques sant\u00e9","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101924101","display_name":"Catherine Mercier","orcid":"https://orcid.org/0000-0003-4906-6855"},"institutions":[{"id":"https://openalex.org/I4210135640","display_name":"Laboratoire de Biom\u00e9trie et Biologie Evolutive","ror":"https://ror.org/03skt0t88","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I203339264","https://openalex.org/I4210100596","https://openalex.org/I4210104684","https://openalex.org/I4210107625","https://openalex.org/I4210135640"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Catherine Mercier","raw_affiliation_strings":["Laboratoire de Biom\u00e9trie et Biologie Evolutive - UMR 5558"],"affiliations":[{"raw_affiliation_string":"Laboratoire de Biom\u00e9trie et Biologie Evolutive - UMR 5558","institution_ids":["https://openalex.org/I4210135640"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110006395","display_name":"Jacques Est\u00e8ve","orcid":null},"institutions":[{"id":"https://openalex.org/I4210135640","display_name":"Laboratoire de Biom\u00e9trie et Biologie Evolutive","ror":"https://ror.org/03skt0t88","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I203339264","https://openalex.org/I4210100596","https://openalex.org/I4210104684","https://openalex.org/I4210107625","https://openalex.org/I4210135640"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Jacques Est\u00e8ve","raw_affiliation_strings":["Laboratoire de Biom\u00e9trie et Biologie Evolutive - UMR 5558"],"affiliations":[{"raw_affiliation_string":"Laboratoire de Biom\u00e9trie et Biologie Evolutive - UMR 5558","institution_ids":["https://openalex.org/I4210135640"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106420208","display_name":"Christian Gautier","orcid":null},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Christian Gautier","raw_affiliation_strings":["Universit Claude Bernard -Lyon","Baobab"],"affiliations":[{"raw_affiliation_string":"Universit Claude Bernard -Lyon","institution_ids":["https://openalex.org/I100532134"]},{"raw_affiliation_string":"Baobab","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054799901","display_name":"Pascal Roy","orcid":"https://orcid.org/0000-0003-3837-3198"},"institutions":[{"id":"https://openalex.org/I4210100596","display_name":"Hospices Civils de Lyon","ror":"https://ror.org/01502ca60","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210100596"]},{"id":"https://openalex.org/I4210152479","display_name":"Statistical Service","ror":"https://ror.org/05vydvf11","country_code":"CY","type":"government","lineage":["https://openalex.org/I4210152479"]}],"countries":["CY","FR"],"is_corresponding":false,"raw_author_name":"Pascal Roy","raw_affiliation_strings":["Biostatistiques sant\u00e9","Hospices Civils de Lyon","Service de Biostatistiques [Lyon]"],"affiliations":[{"raw_affiliation_string":"Biostatistiques sant\u00e9","institution_ids":[]},{"raw_affiliation_string":"Hospices Civils de Lyon","institution_ids":["https://openalex.org/I4210100596"]},{"raw_affiliation_string":"Service de Biostatistiques [Lyon]","institution_ids":["https://openalex.org/I4210152479"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5011315376"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210096512"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":0.803,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.70357788,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"8","issue":"1","first_page":"90","last_page":"90"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9998999834060669,"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":0.9998999834060669,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9933000206947327,"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/T10621","display_name":"Gene Regulatory Network Analysis","score":0.9787999987602234,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.7373628616333008},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.6216766238212585},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.6214339137077332},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.5104612112045288},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5086344480514526},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.47465354204177856},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47349032759666443},{"id":"https://openalex.org/keywords/discriminant","display_name":"Discriminant","score":0.4685647785663605},{"id":"https://openalex.org/keywords/dna-microarray","display_name":"DNA microarray","score":0.4667549133300781},{"id":"https://openalex.org/keywords/gene-chip-analysis","display_name":"Gene chip analysis","score":0.46630609035491943},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46530041098594666},{"id":"https://openalex.org/keywords/microarray-analysis-techniques","display_name":"Microarray analysis techniques","score":0.4551439881324768},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.4530288279056549},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4483378231525421},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.217881441116333},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17374557256698608},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.1323148012161255},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.10844346880912781},{"id":"https://openalex.org/keywords/gene-expression","display_name":"Gene expression","score":0.09036177396774292}],"concepts":[{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.7373628616333008},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.6216766238212585},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6214339137077332},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.5104612112045288},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5086344480514526},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.47465354204177856},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47349032759666443},{"id":"https://openalex.org/C78397625","wikidata":"https://www.wikidata.org/wiki/Q192487","display_name":"Discriminant","level":2,"score":0.4685647785663605},{"id":"https://openalex.org/C95371953","wikidata":"https://www.wikidata.org/wiki/Q591745","display_name":"DNA microarray","level":4,"score":0.4667549133300781},{"id":"https://openalex.org/C24361400","wikidata":"https://www.wikidata.org/wiki/Q6839217","display_name":"Gene chip analysis","level":5,"score":0.46630609035491943},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46530041098594666},{"id":"https://openalex.org/C8415881","wikidata":"https://www.wikidata.org/wiki/Q6839217","display_name":"Microarray analysis techniques","level":4,"score":0.4551439881324768},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.4530288279056549},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4483378231525421},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.217881441116333},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17374557256698608},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.1323148012161255},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.10844346880912781},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.09036177396774292},{"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}],"mesh":[{"descriptor_ui":"D001330","descriptor_name":"Electronic Data Processing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D001330","descriptor_name":"Electronic Data Processing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D001330","descriptor_name":"Electronic Data Processing","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003627","descriptor_name":"Data Interpretation, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003627","descriptor_name":"Data Interpretation, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003627","descriptor_name":"Data Interpretation, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007938","descriptor_name":"Leukemia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D007938","descriptor_name":"Leukemia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D007938","descriptor_name":"Leukemia","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008954","descriptor_name":"Models, Biological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008954","descriptor_name":"Models, Biological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008954","descriptor_name":"Models, Biological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D011471","descriptor_name":"Prostatic Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D016403","descriptor_name":"Lymphoma, Large B-Cell, Diffuse","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D016403","descriptor_name":"Lymphoma, Large B-Cell, Diffuse","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D016403","descriptor_name":"Lymphoma, Large B-Cell, Diffuse","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020411","descriptor_name":"Oligonucleotide Array Sequence Analysis","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1186/1471-2105-8-90","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-8-90","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-8-90","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:17355634","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/17355634","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:HAL:hal-00434859v1","is_oa":false,"landing_page_url":"https://hal.science/hal-00434859","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, 2007, 8, pp.90. ⟨10.1186/1471-2105-8-90⟩","raw_type":"Journal articles"},{"id":"pmh:oai:doaj.org/article:8de0b69f6e444529bae35a4b99f2f04f","is_oa":true,"landing_page_url":"https://doaj.org/article/8de0b69f6e444529bae35a4b99f2f04f","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 8, Iss 1, p 90 (2007)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:1817830","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/1831790","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:1831790","is_oa":true,"landing_page_url":"http://doi.org/10.1186/1471-2105-8-90","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/1471-2105-8-90","is_oa":true,"landing_page_url":"https://doi.org/10.1186/1471-2105-8-90","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/1471-2105-8-90","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2006832347.pdf","grobid_xml":"https://content.openalex.org/works/W2006832347.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W152900593","https://openalex.org/W1540596182","https://openalex.org/W1976251851","https://openalex.org/W2001619934","https://openalex.org/W2015961513","https://openalex.org/W2017350626","https://openalex.org/W2064208261","https://openalex.org/W2068517117","https://openalex.org/W2071128523","https://openalex.org/W2079775628","https://openalex.org/W2093109772","https://openalex.org/W2104969279","https://openalex.org/W2107598685","https://openalex.org/W2109363337","https://openalex.org/W2113847750","https://openalex.org/W2127782890","https://openalex.org/W2131666115","https://openalex.org/W2133199783","https://openalex.org/W2143423915","https://openalex.org/W2159400887","https://openalex.org/W2164583936","https://openalex.org/W2525014720","https://openalex.org/W4243838184","https://openalex.org/W4399611954"],"related_works":["https://openalex.org/W1536722219","https://openalex.org/W1971329594","https://openalex.org/W2368666353","https://openalex.org/W2160130936","https://openalex.org/W2048038364","https://openalex.org/W2412120523","https://openalex.org/W170658859","https://openalex.org/W3023720143","https://openalex.org/W2490137852","https://openalex.org/W4310366902"],"abstract_inverted_index":{"Discriminant":[0],"Analysis":[1,4],"outperformed":[2],"Between-Group":[3],"because":[5,70],"it":[6],"allows":[7],"for":[8,62],"the":[9,21,24,38,51,57,67],"dataset":[10],"structure.":[11],"An":[12],"a":[13],"priori":[14],"knowledge":[15],"of":[16,23,40,59],"that":[17,75],"structure":[18,72],"may":[19],"guide":[20],"choice":[22],"analysis":[25,41],"method.":[26],"Simulated":[27],"datasets":[28,47,61],"with":[29],"known":[30],"properties":[31],"are":[32],"valuable":[33],"to":[34],"assess":[35],"and":[36,49],"compare":[37],"performance":[39],"methods,":[42],"then":[43],"implementation":[44],"on":[45],"real":[46],"checks":[48],"validates":[50],"results.":[52],"Thus,":[53],"we":[54],"warn":[55],"against":[56],"use":[58],"unchallenging":[60],"method":[63,77],"comparison,":[64],"such":[65,74],"as":[66],"Golub":[68],"dataset,":[69],"their":[71],"is":[73],"any":[76],"would":[78],"be":[79],"efficient.":[80]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}