{"id":"https://openalex.org/W4399138311","doi":"https://doi.org/10.1007/s00180-024-01506-0","title":"Projection predictive variable selection for discrete response families with finite support","display_name":"Projection predictive variable selection for discrete response families with finite support","publication_year":2024,"publication_date":"2024-05-29","ids":{"openalex":"https://openalex.org/W4399138311","doi":"https://doi.org/10.1007/s00180-024-01506-0"},"language":"en","primary_location":{"id":"doi:10.1007/s00180-024-01506-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00180-024-01506-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00180-024-01506-0.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Statistics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00180-024-01506-0.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089544058","display_name":"Frank Weber","orcid":"https://orcid.org/0000-0002-4842-7922"},"institutions":[{"id":"https://openalex.org/I4665924","display_name":"University of Rostock","ror":"https://ror.org/03zdwsf69","country_code":"DE","type":"education","lineage":["https://openalex.org/I4665924"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Frank Weber","raw_affiliation_strings":["Institute for Biostatistics and Informatics in Medicine and Ageing Research, Rostock University Medical Center, Rostock, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4842-7922","affiliations":[{"raw_affiliation_string":"Institute for Biostatistics and Informatics in Medicine and Ageing Research, Rostock University Medical Center, Rostock, Germany","institution_ids":["https://openalex.org/I4665924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111366162","display_name":"\u00c4nne Glass","orcid":null},"institutions":[{"id":"https://openalex.org/I4665924","display_name":"University of Rostock","ror":"https://ror.org/03zdwsf69","country_code":"DE","type":"education","lineage":["https://openalex.org/I4665924"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"\u00c4nne Glass","raw_affiliation_strings":["Institute for Biostatistics and Informatics in Medicine and Ageing Research, Rostock University Medical Center, Rostock, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Biostatistics and Informatics in Medicine and Ageing Research, Rostock University Medical Center, Rostock, Germany","institution_ids":["https://openalex.org/I4665924"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047269552","display_name":"Aki Vehtari","orcid":"https://orcid.org/0000-0003-2164-9469"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Aki Vehtari","raw_affiliation_strings":["Department of Computer Science, Aalto University, Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Aalto University, Helsinki, Finland","institution_ids":["https://openalex.org/I9927081"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089544058"],"corresponding_institution_ids":["https://openalex.org/I4665924"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":1.5768,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.83639658,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"40","issue":"2","first_page":"701","last_page":"721"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9988999962806702,"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"}},{"id":"https://openalex.org/T11798","display_name":"Optimal Experimental Design Methods","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11468","display_name":"Genetic Mapping and Diversity in Plants and Animals","score":0.9975000023841858,"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/projection","display_name":"Projection (relational algebra)","score":0.555208683013916},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4766962230205536},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4656425714492798},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.4317891597747803},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.42708703875541687},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40108975768089294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2646496891975403},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20939293503761292},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.10498654842376709}],"concepts":[{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.555208683013916},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4766962230205536},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4656425714492798},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.4317891597747803},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.42708703875541687},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40108975768089294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2646496891975403},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20939293503761292},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.10498654842376709}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00180-024-01506-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00180-024-01506-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00180-024-01506-0.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Statistics","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:compst:v:40:y:2025:i:2:d:10.1007_s00180-024-01506-0","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s00180-024-01506-0","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"}],"best_oa_location":{"id":"doi:10.1007/s00180-024-01506-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00180-024-01506-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00180-024-01506-0.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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Statistics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6600000262260437,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1650656601","display_name":"Safe iterative Bayesian model building","funder_award_id":"340721","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G8606689470","display_name":null,"funder_award_id":"340721","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399138311.pdf"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1483883706","https://openalex.org/W1513618424","https://openalex.org/W1877880381","https://openalex.org/W1965555277","https://openalex.org/W1970149620","https://openalex.org/W1986672307","https://openalex.org/W1987223022","https://openalex.org/W2008640468","https://openalex.org/W2016219233","https://openalex.org/W2157598427","https://openalex.org/W2203714058","https://openalex.org/W2265169711","https://openalex.org/W2279857902","https://openalex.org/W2479236352","https://openalex.org/W2577537660","https://openalex.org/W2731461838","https://openalex.org/W2749069611","https://openalex.org/W2804855378","https://openalex.org/W2894867725","https://openalex.org/W2920804790","https://openalex.org/W2945692214","https://openalex.org/W2962758893","https://openalex.org/W3023388027","https://openalex.org/W3024653609","https://openalex.org/W3088522645","https://openalex.org/W3104312965","https://openalex.org/W3123421154","https://openalex.org/W3200824540","https://openalex.org/W3215932503","https://openalex.org/W4254687493","https://openalex.org/W4297730691","https://openalex.org/W4301861531","https://openalex.org/W4382492065"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W1979597421","https://openalex.org/W2007980826","https://openalex.org/W2061531152","https://openalex.org/W3002753104","https://openalex.org/W2077600819","https://openalex.org/W2142036596","https://openalex.org/W2072657027","https://openalex.org/W2600246793","https://openalex.org/W4238204885"],"abstract_inverted_index":{"Abstract":[0],"The":[1,138,184],"projection":[2,24,66,98,148,168,180,196],"predictive":[3,19,45,55],"variable":[4,11],"selection":[5,12],"is":[6,26,35,149,161,192,215],"a":[7,42,58,150,202,208,212],"decision-theoretically":[8],"justified":[9],"Bayesian":[10],"approach":[13,84],"achieving":[14],"an":[15,81,96,117],"outstanding":[16],"trade-off":[17],"between":[18],"performance":[20,144],"and":[21,79,106,177],"sparsity.":[22],"Its":[23],"problem":[25,67],"not":[27,216],"easy":[28],"to":[29,52,131],"solve":[30],"in":[31,75,153,169],"general":[32],"because":[33],"it":[34],"based":[36],"on":[37],"the":[38,48,53,110,123,132,141,146,157,166,170,174,178,219],"Kullback\u2013Leibler":[39],"divergence":[40],"from":[41,188],"restricted":[43],"posterior":[44],"distribution":[46,56],"of":[47,57,140,145,173],"so-called":[49],"reference":[50],"model":[51],"parameter-conditional":[54],"candidate":[59],"model.":[60],"Previous":[61],"work":[62],"showed":[63],"how":[64,80],"this":[65],"can":[68,85],"be":[69,86],"solved":[70],"for":[71,88,100,116,181],"response":[72,91,102,119,186,210],"families":[73,103],"employed":[74],"generalized":[76],"linear":[77],"models":[78],"approximate":[82,135],"latent-space":[83,136],"used":[87],"many":[89],"other":[90],"families.":[92],"Here,":[93],"we":[94,164,199],"present":[95],"exact":[97],"method":[99,125],"all":[101],"with":[104,207],"discrete":[105],"finite":[107],"support,":[108],"called":[109],"augmented-data":[111,147,158,179],"projection.":[112,137,221],"A":[113],"simulation":[114,190],"study":[115,191],"ordinal":[118,185],"family":[120,187],"shows":[121],"that":[122,214],"proposed":[124,134],"performs":[126],"better":[127,143],"than":[128],"or":[129],"similarly":[130],"previously":[133],"cost":[139],"slightly":[142],"substantial":[151],"increase":[152],"runtime.":[154],"Thus,":[155],"if":[156],"projection\u2019s":[159],"runtime":[160],"too":[162],"high,":[163],"recommend":[165],"latent":[167,220],"early":[171],"phase":[172],"model-building":[175],"workflow":[176],"final":[182],"results.":[183],"our":[189],"supported":[193,217],"by":[194,218],"both":[195],"methods,":[197],"but":[198],"also":[200],"include":[201],"real-world":[203],"cancer":[204],"subtyping":[205],"example":[206],"nominal":[209],"family,":[211],"case":[213]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-11T06:11:40.159057","created_date":"2024-05-30T00:00:00"}