{"id":"https://openalex.org/W4383472630","doi":"https://doi.org/10.48550/arxiv.2307.01932","title":"Integrating Random Forests and Generalized Linear Models for Improved Accuracy and Interpretability","display_name":"Integrating Random Forests and Generalized Linear Models for Improved Accuracy and Interpretability","publication_year":2023,"publication_date":"2023-07-04","ids":{"openalex":"https://openalex.org/W4383472630","doi":"https://doi.org/10.48550/arxiv.2307.01932"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2307.01932","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2307.01932","pdf_url":"https://arxiv.org/pdf/2307.01932","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":"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"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2307.01932","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087750538","display_name":"Abhineet Agarwal","orcid":"https://orcid.org/0009-0003-0629-8071"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Agarwal, Abhineet","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087558514","display_name":"Ana Kenney","orcid":"https://orcid.org/0000-0002-2209-2431"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kenney, Ana M.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110941356","display_name":"Yan Shuo Tan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tan, Yan Shuo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013694512","display_name":"Tiffany M. Tang","orcid":"https://orcid.org/0000-0002-8079-6867"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tang, Tiffany M.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100646131","display_name":"Bin Yu","orcid":"https://orcid.org/0000-0002-2453-7852"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, Bin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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":0.993399977684021,"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":0.993399977684021,"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":0.963699996471405,"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9193000197410583,"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/random-forest","display_name":"Random forest","score":0.7686904668807983},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.7171571254730225},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.6211170554161072},{"id":"https://openalex.org/keywords/predictability","display_name":"Predictability","score":0.5884718298912048},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5382381081581116},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5244786143302917},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.4853426516056061},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.45639321208000183},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4481121003627777},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4224255383014679},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4046802222728729},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39454489946365356},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38667523860931396},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35933738946914673},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.23445388674736023}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7686904668807983},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.7171571254730225},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.6211170554161072},{"id":"https://openalex.org/C197640229","wikidata":"https://www.wikidata.org/wiki/Q2534066","display_name":"Predictability","level":2,"score":0.5884718298912048},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5382381081581116},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5244786143302917},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.4853426516056061},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.45639321208000183},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4481121003627777},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4224255383014679},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4046802222728729},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39454489946365356},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38667523860931396},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35933738946914673},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.23445388674736023},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2307.01932","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2307.01932","pdf_url":"https://arxiv.org/pdf/2307.01932","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":"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":"doi:10.48550/arxiv.2307.01932","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2307.01932","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2307.01932","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2307.01932","pdf_url":"https://arxiv.org/pdf/2307.01932","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":"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"},"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[{"id":"https://openalex.org/G2382826030","display_name":null,"funder_award_id":"DGE-2146752","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2511686695","display_name":"TRIPODS: Berkeley Institute on the Foundations of Data Analysis","funder_award_id":"1740855","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2647087871","display_name":null,"funder_award_id":"814639","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G2677694984","display_name":null,"funder_award_id":"N00014-17-1-2176","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"},{"id":"https://openalex.org/G2879121543","display_name":"Parallel Ensemble Learning and Feature Interaction Discovery: High Volume Dynamic Data","funder_award_id":"1953191","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3638401173","display_name":"Collaboration on the Theoretical Foundations of Deep Learning","funder_award_id":"2031883","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G395527261","display_name":"Understanding Complexity and the Bias-Variance Tradeoff in High Dimensions: Theory and Data Evidence","funder_award_id":"2015341","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4504108201","display_name":null,"funder_award_id":"N00014-17-1","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"},{"id":"https://openalex.org/G4589540513","display_name":"Advancing Theory and Methodology for Tree-Based Algorithms in High Dimensions","funder_award_id":"2209975","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5202753860","display_name":"Canonical Linear Methods and Hierarchical Non-Linear Methods in High-Dimensional Statistics","funder_award_id":"1613002","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5382857288","display_name":null,"funder_award_id":"CCF-0939370","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G6244900323","display_name":"Emerging Frontiers of Science of Information","funder_award_id":"0939370","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6852334964","display_name":"Graduate Research Fellowship Program (GRFP)","funder_award_id":"2146752","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7165747798","display_name":"Foundations of Data Science Institute","funder_award_id":"2023505","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7379344686","display_name":"BIGDATA: F: Scalable and Interpretable Machine Learning: Bridging Mechanistic and Data-Driven Modeling in the Biological Sciences","funder_award_id":"1741340","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8170601752","display_name":null,"funder_award_id":"IIS 1741340","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8876996369","display_name":null,"funder_award_id":"N00014","funder_id":"https://openalex.org/F4320337345","funder_display_name":"Office of Naval Research"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337345","display_name":"Office of Naval Research","ror":"https://ror.org/00rk2pe57"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4383472630.pdf","grobid_xml":"https://content.openalex.org/works/W4383472630.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4388745254","https://openalex.org/W2980082554","https://openalex.org/W1517228774","https://openalex.org/W2767419625","https://openalex.org/W2389704471","https://openalex.org/W4366990902","https://openalex.org/W2117019857","https://openalex.org/W4317732970","https://openalex.org/W4388550696","https://openalex.org/W4321636153"],"abstract_inverted_index":{"Random":[0],"forests":[1],"(RFs)":[2],"are":[3],"among":[4],"the":[5,59,89,98],"most":[6],"popular":[7,143],"supervised":[8],"learning":[9],"algorithms":[10],"due":[11],"to":[12,44,84,96,186],"their":[13],"nonlinear":[14],"flexibility":[15],"and":[16,48,73,78,103,127,139,169],"ease-of-use.":[17],"However,":[18],"as":[19,34,75],"black":[20],"box":[21],"models,":[22],"they":[23,54],"can":[24,55],"only":[25],"be":[26,45],"interpreted":[27],"via":[28],"algorithmically-defined":[29],"feature":[30,117,144,188],"importance":[31,118,145,189],"methods,":[32],"such":[33],"Mean":[35],"Decrease":[36],"in":[37,58,107,147],"Impurity":[38],"(MDI),":[39],"which":[40,112],"have":[41,49],"been":[42],"observed":[43],"highly":[46],"unstable":[47],"ambiguous":[50],"scientific":[51],"meaning.":[52],"Furthermore,":[53],"perform":[56],"poorly":[57],"presence":[60],"of":[61,101],"smooth":[62],"or":[63],"additive":[64],"structure.":[65],"To":[66],"address":[67],"this,":[68],"we":[69,120,130,173],"reinterpret":[70],"decision":[71,91],"trees":[72],"MDI":[74],"linear":[76,105],"regression":[77],"$R^2$":[79],"values,":[80],"respectively,":[81],"with":[82,88,181],"respect":[83],"engineered":[85],"features":[86],"associated":[87],"tree's":[90],"splits.":[92],"This":[93],"allows":[94],"us":[95],"combine":[97],"respective":[99],"strengths":[100],"RFs":[102,138],"generalized":[104],"models":[106],"a":[108,155],"framework":[109],"called":[110],"RF+,":[111],"also":[113],"yields":[114],"an":[115],"improved":[116],"method":[119],"call":[121],"MDI+.":[122],"Through":[123],"extensive":[124],"data-inspired":[125],"simulations":[126],"real-world":[128],"datasets,":[129],"show":[131,175],"that":[132,140,176],"RF+":[133],"improves":[134],"prediction":[135,168],"accuracy":[136],"over":[137,158],"MDI+":[141,177],"outperforms":[142],"measures":[146],"identifying":[148],"signal":[149],"features,":[150],"often":[151],"yielding":[152],"more":[153],"than":[154],"10%":[156],"improvement":[157],"its":[159],"closest":[160],"competitor.":[161],"In":[162],"case":[163],"studies":[164],"on":[165],"drug":[166],"response":[167],"breast":[170],"cancer":[171],"subtyping,":[172],"further":[174],"extracts":[178],"well-established":[179],"genes":[180],"significantly":[182],"greater":[183],"stability":[184],"compared":[185],"existing":[187],"measures.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2023-07-07T00:00:00"}
