{"id":"https://openalex.org/W2769378428","doi":"https://doi.org/10.1007/s00180-017-0773-8","title":"On the choice and influence of the number of boosting steps for high-dimensional linear Cox-models","display_name":"On the choice and influence of the number of boosting steps for high-dimensional linear Cox-models","publication_year":2017,"publication_date":"2017-11-28","ids":{"openalex":"https://openalex.org/W2769378428","doi":"https://doi.org/10.1007/s00180-017-0773-8","mag":"2769378428"},"language":"en","primary_location":{"id":"doi:10.1007/s00180-017-0773-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00180-017-0773-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00180-017-0773-8.pdf","source":{"id":"https://openalex.org/S8500805","display_name":"Computational Statistics","issn_l":"0943-4062","issn":["0943-4062","1613-9658"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Statistics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007/s00180-017-0773-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041457748","display_name":"Heidi Seibold","orcid":"https://orcid.org/0000-0002-8960-9642"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["CH","DE"],"is_corresponding":true,"raw_author_name":"Heidi Seibold","raw_affiliation_strings":["Epidemiology, Biostatistics and Prevention Institute (EBPI), University of Zurich, Zurich, Switzerland","Institute for Medical Information Processing, Biometry and Epidemiology, LMU Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Epidemiology, Biostatistics and Prevention Institute (EBPI), University of Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I202697423"]},{"raw_affiliation_string":"Institute for Medical Information Processing, Biometry and Epidemiology, LMU Munich, Munich, Germany","institution_ids":["https://openalex.org/I8204097","https://openalex.org/I4210099379"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091432937","display_name":"Christoph Bernau","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163716","display_name":"Leibniz Supercomputing Centre","ror":"https://ror.org/05558nw16","country_code":"DE","type":"facility","lineage":["https://openalex.org/I109144446","https://openalex.org/I4210163716"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph Bernau","raw_affiliation_strings":["Leibniz Supercomputing Centre, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Leibniz Supercomputing Centre, Munich, Germany","institution_ids":["https://openalex.org/I4210163716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015152016","display_name":"Anne\u2010Laure Boulesteix","orcid":"https://orcid.org/0000-0002-2729-0947"},"institutions":[{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anne-Laure Boulesteix","raw_affiliation_strings":["Institute for Medical Information Processing, Biometry and Epidemiology, LMU Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Institute for Medical Information Processing, Biometry and Epidemiology, LMU Munich, Munich, Germany","institution_ids":["https://openalex.org/I8204097","https://openalex.org/I4210099379"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015048649","display_name":"Riccardo De Bin","orcid":"https://orcid.org/0000-0002-7441-6880"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]},{"id":"https://openalex.org/I4210099379","display_name":"Zimmer Biomet (Germany)","ror":"https://ror.org/016731f38","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210099379","https://openalex.org/I4210115238"]},{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE","NO"],"is_corresponding":false,"raw_author_name":"Riccardo De Bin","raw_affiliation_strings":["Department of Mathematics, University of Oslo, Oslo, Norway","Institute for Medical Information Processing, Biometry and Epidemiology, LMU Munich, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]},{"raw_affiliation_string":"Institute for Medical Information Processing, Biometry and Epidemiology, LMU Munich, Munich, Germany","institution_ids":["https://openalex.org/I8204097","https://openalex.org/I4210099379"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5041457748"],"corresponding_institution_ids":["https://openalex.org/I202697423","https://openalex.org/I4210099379","https://openalex.org/I8204097"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":null,"fwci":0.8984,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.7430148,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"33","issue":"3","first_page":"1195","last_page":"1215"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9959999918937683,"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":0.9959999918937683,"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/T10604","display_name":"RNA Research and Splicing","score":0.9950000047683716,"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/T10222","display_name":"Genomics and Chromatin Dynamics","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"}}],"keywords":[{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.8479188680648804},{"id":"https://openalex.org/keywords/randomness","display_name":"Randomness","score":0.6457268595695496},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5081281661987305},{"id":"https://openalex.org/keywords/cross-validation","display_name":"Cross-validation","score":0.4580395221710205},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.45763400197029114},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.4565753936767578},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.45324766635894775},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43712860345840454},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4198964834213257},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38852718472480774},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3712846636772156},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3341814875602722}],"concepts":[{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.8479188680648804},{"id":"https://openalex.org/C125112378","wikidata":"https://www.wikidata.org/wiki/Q176640","display_name":"Randomness","level":2,"score":0.6457268595695496},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5081281661987305},{"id":"https://openalex.org/C27181475","wikidata":"https://www.wikidata.org/wiki/Q541014","display_name":"Cross-validation","level":2,"score":0.4580395221710205},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.45763400197029114},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.4565753936767578},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.45324766635894775},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43712860345840454},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4198964834213257},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38852718472480774},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3712846636772156},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3341814875602722}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1007/s00180-017-0773-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00180-017-0773-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00180-017-0773-8.pdf","source":{"id":"https://openalex.org/S8500805","display_name":"Computational Statistics","issn_l":"0943-4062","issn":["0943-4062","1613-9658"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Statistics","raw_type":"journal-article"},{"id":"pmh:oai:www.zora.uzh.ch:142477","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401281","display_name":"Zurich Open Repository and Archive (University of Zurich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I202697423","host_organization_name":"University of Zurich","host_organization_lineage":["https://openalex.org/I202697423"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Seibold, Heidi; Bernau, Christoph; Boulesteix, Anne-Laure; De Bin, Riccardo  (2018). On the choice and influence of the number of boosting steps for high-dimensional linear Cox-models.  Computational Statistics, 33(3):1195-1215.","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:www.duo.uio.no:10852/59345","is_oa":true,"landing_page_url":"http://hdl.handle.net/10852/59345","pdf_url":"http://hdl.handle.net/10852/59345","source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"0943-4062","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:RePEc:spr:compst:v:33:y:2018:i:3:d:10.1007_s00180-017-0773-8","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s00180-017-0773-8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"doi:10.5167/uzh-142477","is_oa":true,"landing_page_url":"https://doi.org/10.5167/uzh-142477","pdf_url":null,"source":{"id":"https://openalex.org/S7407051291","display_name":"Universit\u00e4t Z\u00fcrich, ZORA","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1007/s00180-017-0773-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00180-017-0773-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00180-017-0773-8.pdf","source":{"id":"https://openalex.org/S8500805","display_name":"Computational Statistics","issn_l":"0943-4062","issn":["0943-4062","1613-9658"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Statistics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3060739853","display_name":null,"funder_award_id":"BO3139/2-3","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G5342848715","display_name":null,"funder_award_id":"BO3139","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6052429835","display_name":null,"funder_award_id":"(DFG)","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6164865581","display_name":null,"funder_award_id":"BO3139/4-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6612696483","display_name":null,"funder_award_id":"BO3139/4-2","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G6743243744","display_name":null,"funder_award_id":"unknown","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2769378428.pdf","grobid_xml":"https://content.openalex.org/works/W2769378428.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W103301968","https://openalex.org/W347231809","https://openalex.org/W1480376833","https://openalex.org/W1528145197","https://openalex.org/W1554944419","https://openalex.org/W1583837637","https://openalex.org/W1678356000","https://openalex.org/W1721639621","https://openalex.org/W1883484737","https://openalex.org/W1924303669","https://openalex.org/W1976564639","https://openalex.org/W1979006554","https://openalex.org/W1984676112","https://openalex.org/W1985505753","https://openalex.org/W1986546598","https://openalex.org/W1997963774","https://openalex.org/W2004655916","https://openalex.org/W2017008479","https://openalex.org/W2022335352","https://openalex.org/W2025266808","https://openalex.org/W2039656279","https://openalex.org/W2063978378","https://openalex.org/W2071721660","https://openalex.org/W2073241381","https://openalex.org/W2086934780","https://openalex.org/W2088883866","https://openalex.org/W2089838152","https://openalex.org/W2105366850","https://openalex.org/W2112076978","https://openalex.org/W2134978098","https://openalex.org/W2144922697","https://openalex.org/W2148773517","https://openalex.org/W2158501247","https://openalex.org/W2161441016","https://openalex.org/W2260541909","https://openalex.org/W2343427443","https://openalex.org/W2952563653","https://openalex.org/W3099723433","https://openalex.org/W4246259708","https://openalex.org/W4292334794"],"related_works":["https://openalex.org/W2293820727","https://openalex.org/W4293525103","https://openalex.org/W4313488044","https://openalex.org/W1996541855","https://openalex.org/W1987859285","https://openalex.org/W3200179079","https://openalex.org/W4200061235","https://openalex.org/W3195168932","https://openalex.org/W3087493185","https://openalex.org/W4323060085"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":4},{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}