{"id":"https://openalex.org/W4299636150","doi":"https://doi.org/10.3233/spr-2012-0335","title":"Lung Cancer Survival Prediction using Ensemble Data Mining on Seer Data","display_name":"Lung Cancer Survival Prediction using Ensemble Data Mining on Seer Data","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W4299636150","doi":"https://doi.org/10.3233/spr-2012-0335"},"language":"en","primary_location":{"id":"pmh:oai:doaj.org/article:6673e981fa5a42bcb5330b5c1a655023","is_oa":true,"landing_page_url":"https://doaj.org/article/6673e981fa5a42bcb5330b5c1a655023","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Programming, Vol 20, Iss 1, Pp 29-42 (2012)","raw_type":"article"},"type":"article","indexed_in":["doaj"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doaj.org/article/6673e981fa5a42bcb5330b5c1a655023","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004659592","display_name":"Ankit Agrawal","orcid":"https://orcid.org/0000-0002-5519-0302"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ankit Agrawal","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085992504","display_name":"Sanchit Misra","orcid":"https://orcid.org/0000-0001-7863-858X"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sanchit Misra","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030090531","display_name":"Ramanathan Narayanan","orcid":"https://orcid.org/0000-0003-4456-5241"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ramanathan Narayanan","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082617064","display_name":"Lalith Polepeddi","orcid":"https://orcid.org/0000-0003-2515-9889"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lalith Polepeddi","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074976770","display_name":"Alok Choudhary","orcid":"https://orcid.org/0000-0001-8152-6319"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alok Choudhary","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.62492617,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6504999995231628,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.6504999995231628,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/lung-cancer","display_name":"Lung cancer","score":0.5479989051818848},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.5068715214729309},{"id":"https://openalex.org/keywords/oncology","display_name":"Oncology","score":0.464438259601593},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.40115803480148315},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37684908509254456},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35416582226753235},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.33178946375846863}],"concepts":[{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.5479989051818848},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.5068715214729309},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.464438259601593},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.40115803480148315},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37684908509254456},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35416582226753235},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.33178946375846863}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:doaj.org/article:6673e981fa5a42bcb5330b5c1a655023","is_oa":true,"landing_page_url":"https://doaj.org/article/6673e981fa5a42bcb5330b5c1a655023","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Programming, Vol 20, Iss 1, Pp 29-42 (2012)","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:doaj.org/article:6673e981fa5a42bcb5330b5c1a655023","is_oa":true,"landing_page_url":"https://doaj.org/article/6673e981fa5a42bcb5330b5c1a655023","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Programming, Vol 20, Iss 1, Pp 29-42 (2012)","raw_type":"article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1966504330","https://openalex.org/W1979139803","https://openalex.org/W2037631372","https://openalex.org/W2073527559","https://openalex.org/W2030889776","https://openalex.org/W2159000141","https://openalex.org/W1974041167","https://openalex.org/W2391409986","https://openalex.org/W1978297557","https://openalex.org/W1966775726"],"abstract_inverted_index":{"We":[0,97],"analyze":[1],"the":[2,8,12,36,54,83,94,108,146,150,181,194],"lung":[3,21,102,168,198],"cancer":[4,103,169,199],"data":[5,56,60],"available":[6,210],"from":[7],"SEER":[9],"program":[10],"with":[11,58],"aim":[13],"of":[14,30,35,70,89,110,124,132,149,153,172,177,189,206],"developing":[15],"accurate":[16],"survival":[17,165],"prediction":[18,85],"models":[19,158],"for":[20,106,126,162,167,186],"cancer.":[22],"Carefully":[23],"designed":[24],"preprocessing":[25],"steps":[26],"resulted":[27],"in":[28,82,87,193],"removal/modification/splitting":[29],"several":[31],"attributes,":[32],"and":[33,63,76,91,121,191],"2":[34,119],"11":[37],"derived":[38],"attributes":[39,134],"were":[40,51,159],"found":[41,79],"to":[42,80,144],"have":[43,98],"significant":[44],"predictive":[45,147],"power.":[46],"Several":[47],"supervised":[48],"classification":[49],"methods":[50],"used":[52],"on":[53],"preprocessed":[55],"along":[57],"various":[59],"mining":[61],"optimizations":[62],"validations.":[64],"In":[65],"our":[66],"experiments,":[67],"ensemble":[68,156],"voting":[69,157],"five":[71],"decision":[72],"tree":[73],"based":[74],"classifiers":[75],"meta-classifiers":[77],"was":[78,135],"result":[81,205],"best":[84],"performance":[86],"terms":[88],"accuracy":[90],"area":[92],"under":[93],"ROC":[95],"curve.":[96],"developed":[99,202],"an":[100],"on-line":[101,197],"outcome":[104,166,200],"calculator":[105,201],"estimating":[107],"risk":[109,171],"mortality":[111,173],"after":[112,174],"6":[113],"months,":[114,116],"9":[115],"1":[117],"year,":[118],"year":[120],"5":[122,175],"years":[123,176],"diagnosis,":[125,178],"which":[127],"a":[128,187,204],"smaller":[129],"non-redundant":[130],"subset":[131],"13":[133],"carefully":[136],"selected":[137],"using":[138],"attribute":[139],"selection":[140],"techniques,":[141],"while":[142],"trying":[143],"retain":[145],"power":[148],"original":[151],"set":[152],"attributes.":[154],"Further,":[155],"also":[160],"created":[161],"predicting":[163],"conditional":[164],"(estimating":[170],"given":[179],"that":[180],"patient":[182],"has":[183],"already":[184],"survived":[185],"period":[188],"time),":[190],"included":[192],"calculator.":[195],"The":[196],"as":[203],"this":[207],"study":[208],"is":[209],"at":[211],"http://info.eecs.northwestern.edu:8080/LungCancerOutcomeCalculator/.":[212]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}