{"id":"https://openalex.org/W2396961413","doi":"https://doi.org/10.1109/tcbb.2016.2591526","title":"A Fast PC Algorithm for High Dimensional Causal Discovery with Multi-Core PCs","display_name":"A Fast PC Algorithm for High Dimensional Causal Discovery with Multi-Core PCs","publication_year":2016,"publication_date":"2016-07-14","ids":{"openalex":"https://openalex.org/W2396961413","doi":"https://doi.org/10.1109/tcbb.2016.2591526","mag":"2396961413","pmid":"https://pubmed.ncbi.nlm.nih.gov/27429444"},"language":"en","primary_location":{"id":"doi:10.1109/tcbb.2016.2591526","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcbb.2016.2591526","pdf_url":null,"source":{"id":"https://openalex.org/S36029991","display_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","issn_l":"1545-5963","issn":["1545-5963","1557-9964","2374-0043"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1502.02454","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035846381","display_name":"Thuc Duy Le","orcid":"https://orcid.org/0000-0002-9732-4313"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Thuc Duy Le","raw_affiliation_strings":["School of Information Technology and Mathematical Sciences, University of South Australia, Mawson Lakes, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9732-4313","affiliations":[{"raw_affiliation_string":"School of Information Technology and Mathematical Sciences, University of South Australia, Mawson Lakes, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013074693","display_name":"Tao Hoang","orcid":"https://orcid.org/0000-0002-5137-6214"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tao Hoang","raw_affiliation_strings":["School of Information Technology and Mathematical Sciences, University of South Australia, Mawson Lakes, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Technology and Mathematical Sciences, University of South Australia, Mawson Lakes, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012177739","display_name":"Jiuyong Li","orcid":"https://orcid.org/0000-0002-9023-1878"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jiuyong Li","raw_affiliation_strings":["School of Information Technology and Mathematical Sciences, University of South Australia, Mawson Lakes, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9023-1878","affiliations":[{"raw_affiliation_string":"School of Information Technology and Mathematical Sciences, University of South Australia, Mawson Lakes, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100383342","display_name":"Lin Liu","orcid":"https://orcid.org/0000-0003-2843-5738"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lin Liu","raw_affiliation_strings":["School of Information Technology and Mathematical Sciences, University of South Australia, Mawson Lakes, SA, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2843-5738","affiliations":[{"raw_affiliation_string":"School of Information Technology and Mathematical Sciences, University of South Australia, Mawson Lakes, SA, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102923717","display_name":"Huawen Liu","orcid":"https://orcid.org/0000-0003-0535-4652"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huawen Liu","raw_affiliation_strings":["Department of Computer Science, Zhejiang Normal University, Jinhua, Zhejiang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Zhejiang Normal University, Jinhua, Zhejiang, China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100687829","display_name":"Shu Hu","orcid":"https://orcid.org/0000-0003-1446-4140"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shu Hu","raw_affiliation_strings":["Department of Computer Science, USTC, Hefei, Anhui, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, USTC, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5035846381"],"corresponding_institution_ids":["https://openalex.org/I170239107"],"apc_list":null,"apc_paid":null,"fwci":8.3938,"has_fulltext":false,"cited_by_count":138,"citation_normalized_percentile":{"value":0.97562001,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"16","issue":"5","first_page":"1483","last_page":"1495"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9961000084877014,"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"}},"topics":[{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9961000084877014,"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"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9925000071525574,"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/T10015","display_name":"Genomics and Phylogenetic Studies","score":0.9857000112533569,"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/computer-science","display_name":"Computer science","score":0.7658333778381348},{"id":"https://openalex.org/keywords/multi-core-processor","display_name":"Multi-core processor","score":0.5621485710144043},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5505427122116089},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5463937520980835},{"id":"https://openalex.org/keywords/causal-inference","display_name":"Causal inference","score":0.4538711905479431},{"id":"https://openalex.org/keywords/parallel-algorithm","display_name":"Parallel algorithm","score":0.42325711250305176},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.41565191745758057},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3085992932319641},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2681776285171509},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1054169237613678}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7658333778381348},{"id":"https://openalex.org/C78766204","wikidata":"https://www.wikidata.org/wiki/Q555032","display_name":"Multi-core processor","level":2,"score":0.5621485710144043},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5505427122116089},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5463937520980835},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.4538711905479431},{"id":"https://openalex.org/C120373497","wikidata":"https://www.wikidata.org/wiki/Q1087987","display_name":"Parallel algorithm","level":2,"score":0.42325711250305176},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.41565191745758057},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3085992932319641},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2681776285171509},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1054169237613678},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008957","descriptor_name":"Models, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020869","descriptor_name":"Gene Expression Profiling","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D030541","descriptor_name":"Databases, Genetic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D059467","descriptor_name":"Transcriptome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059467","descriptor_name":"Transcriptome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059467","descriptor_name":"Transcriptome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/tcbb.2016.2591526","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcbb.2016.2591526","pdf_url":null,"source":{"id":"https://openalex.org/S36029991","display_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","issn_l":"1545-5963","issn":["1545-5963","1557-9964","2374-0043"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/ACM Transactions on Computational Biology and Bioinformatics","raw_type":"journal-article"},{"id":"pmid:27429444","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27429444","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":"IEEE/ACM transactions on computational biology and bioinformatics","raw_type":null},{"id":"pmh:oai:arXiv.org:1502.02454","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1502.02454","pdf_url":"https://arxiv.org/pdf/1502.02454","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:digital.library.adelaide.edu.au:2440/121463","is_oa":false,"landing_page_url":"http://hdl.handle.net/2440/121463","pdf_url":null,"source":{"id":"https://openalex.org/S4306401835","display_name":"Adelaide Research & Scholarship (AR&S) (University of Adelaide)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5681781","host_organization_name":"The University of Adelaide","host_organization_lineage":["https://openalex.org/I5681781"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://dx.doi.org/10.1109/tcbb.2016.2591526","raw_type":"Journal article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1502.02454","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1502.02454","pdf_url":"https://arxiv.org/pdf/1502.02454","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":95,"referenced_works":["https://openalex.org/W104820689","https://openalex.org/W144423133","https://openalex.org/W193522119","https://openalex.org/W1494413412","https://openalex.org/W1517993545","https://openalex.org/W1543037062","https://openalex.org/W1556316174","https://openalex.org/W1568555062","https://openalex.org/W1596022446","https://openalex.org/W1642681790","https://openalex.org/W1877170500","https://openalex.org/W1937181584","https://openalex.org/W1957379630","https://openalex.org/W1961009203","https://openalex.org/W1990930479","https://openalex.org/W1992862710","https://openalex.org/W1995082021","https://openalex.org/W1996361117","https://openalex.org/W2008906462","https://openalex.org/W2009326616","https://openalex.org/W2013374740","https://openalex.org/W2016106370","https://openalex.org/W2018908310","https://openalex.org/W2031779765","https://openalex.org/W2050335327","https://openalex.org/W2050502901","https://openalex.org/W2050869737","https://openalex.org/W2065125559","https://openalex.org/W2080828514","https://openalex.org/W2083381199","https://openalex.org/W2099908487","https://openalex.org/W2100094988","https://openalex.org/W2101117089","https://openalex.org/W2101703004","https://openalex.org/W2107180520","https://openalex.org/W2108668859","https://openalex.org/W2109384743","https://openalex.org/W2113390076","https://openalex.org/W2115984935","https://openalex.org/W2119439315","https://openalex.org/W2119974836","https://openalex.org/W2120456037","https://openalex.org/W2122708083","https://openalex.org/W2126871530","https://openalex.org/W2128088446","https://openalex.org/W2129564794","https://openalex.org/W2133091666","https://openalex.org/W2134118500","https://openalex.org/W2143891888","https://openalex.org/W2153195747","https://openalex.org/W2155573334","https://openalex.org/W2159080219","https://openalex.org/W2161205483","https://openalex.org/W2161642932","https://openalex.org/W2163687466","https://openalex.org/W2170112109","https://openalex.org/W2170952313","https://openalex.org/W2173213060","https://openalex.org/W2178225550","https://openalex.org/W2253261419","https://openalex.org/W2295033578","https://openalex.org/W2399939759","https://openalex.org/W2894257070","https://openalex.org/W2963429013","https://openalex.org/W2964239418","https://openalex.org/W3006419771","https://openalex.org/W3022377781","https://openalex.org/W3098060673","https://openalex.org/W3103539622","https://openalex.org/W3104000671","https://openalex.org/W3133236490","https://openalex.org/W4210332757","https://openalex.org/W4236354166","https://openalex.org/W4244381094","https://openalex.org/W4248700314","https://openalex.org/W4293872269","https://openalex.org/W4299515571","https://openalex.org/W4300197744","https://openalex.org/W4300328140","https://openalex.org/W4300995828","https://openalex.org/W4301883765","https://openalex.org/W4302423442","https://openalex.org/W6604263619","https://openalex.org/W6632416781","https://openalex.org/W6634071051","https://openalex.org/W6636786322","https://openalex.org/W6640510227","https://openalex.org/W6675038616","https://openalex.org/W6677801571","https://openalex.org/W6678875967","https://openalex.org/W6679868779","https://openalex.org/W6683167872","https://openalex.org/W6684109316","https://openalex.org/W6691627716","https://openalex.org/W6713089706"],"related_works":["https://openalex.org/W2128523353","https://openalex.org/W2055243143","https://openalex.org/W2889343356","https://openalex.org/W2291648581","https://openalex.org/W2773180822","https://openalex.org/W3158538495","https://openalex.org/W2107644726","https://openalex.org/W3215064753","https://openalex.org/W2406856881","https://openalex.org/W2011868109"],"abstract_inverted_index":{"Discovering":[0],"causal":[1,28,210,233],"relationships":[2],"from":[3,156],"observational":[4],"data":[5],"is":[6,21,39,50,86,97],"a":[7,87,92,125,142,154,190,200,209],"crucial":[8],"problem":[9],"and":[10,47,102,127,146,194,229],"it":[11,49],"has":[12,75],"applications":[13],"in":[14,36,71,77,114],"many":[15],"research":[16],"areas.":[17],"The":[18,218],"PC":[19,34,94,117,130,165],"algorithm":[20,95,131,166,181],"the":[22,33,37,42,66,72,78,116,133,157,163,227,232],"state-of-the-art":[23],"constraint":[24],"based":[25],"method":[26,140,212],"for":[27,90,99,213],"discovery.":[29],"However,":[30],"runtime":[31],"of":[32,44,68,81,144,231],"algorithm,":[35],"worst-case,":[38],"exponential":[40],"to":[41,55,141,183],"number":[43],"nodes":[45],"(variables),":[46],"thus":[48],"inefficient":[51],"when":[52],"being":[53],"applied":[54],"high":[56,148],"dimensional":[57,149],"data,":[58],"e.g.,":[59],"gene":[60],"expression":[61],"datasets.":[62,150],"On":[63],"another":[64],"note,":[65],"advancement":[67],"computer":[69],"hardware":[70],"last":[73],"decade":[74],"resulted":[76],"widespread":[79],"availability":[80],"multi-core":[82],"personal":[83,100],"computers.":[84],"There":[85],"significant":[88],"motivation":[89],"designing":[91],"parallelized":[93],"that":[96,162,222],"suitable":[98],"computers":[101],"does":[103],"not":[104,168],"require":[105],"end":[106],"users'":[107],"parallel":[108,134],"computing":[109,135],"knowledge":[110],"beyond":[111],"their":[112],"competency":[113],"using":[115,132],"algorithm.":[118,235],"In":[119],"this":[120],"paper,":[121],"we":[122,205],"develop":[123],"parallel-PC,":[124],"fast":[126],"memory":[128],"efficient":[129],"technique.":[136],"We":[137],"apply":[138],"our":[139,179],"range":[143],"synthetic":[145],"real-world":[147],"Experimental":[151],"results":[152,171,220],"on":[153],"dataset":[155],"DREAM":[158],"5":[159],"challenge":[160],"show":[161,221],"original":[164],"could":[167],"produce":[169],"any":[170],"after":[172],"running":[173],"more":[174],"than":[175,196],"24":[176],"hours;":[177],"meanwhile,":[178],"parallel-PC":[180,207,223],"managed":[182],"finish":[184],"within":[185],"around":[186],"12":[187],"hours":[188,198],"with":[189,199],"4-core":[191],"CPU":[192,202],"computer,":[193],"less":[195],"six":[197],"8-core":[201],"computer.":[203],"Furthermore,":[204],"integrate":[206],"into":[208],"inference":[211,234],"inferring":[214],"miRNA-mRNA":[215],"regulatory":[216],"relationships.":[217],"experimental":[219],"helps":[224],"improve":[225],"both":[226],"efficiency":[228],"accuracy":[230]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-05-11T08:15:01.531666","created_date":"2025-10-10T00:00:00"}