{"id":"https://openalex.org/W2974422904","doi":"https://doi.org/10.1109/ic3.2019.8844926","title":"Comparison of Machine Learning Algorithms for Cervical Abnormality Detection","display_name":"Comparison of Machine Learning Algorithms for Cervical Abnormality Detection","publication_year":2019,"publication_date":"2019-08-01","ids":{"openalex":"https://openalex.org/W2974422904","doi":"https://doi.org/10.1109/ic3.2019.8844926","mag":"2974422904"},"language":"en","primary_location":{"id":"doi:10.1109/ic3.2019.8844926","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3.2019.8844926","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Twelfth International Conference on Contemporary Computing (IC3)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057111663","display_name":"Ashutosh Kanitkar","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Ashutosh Kanitkar","raw_affiliation_strings":["Department of Computer Engineering, Pune Institute of Computer Technology, Pune, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Pune Institute of Computer Technology, Pune, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101746279","display_name":"Varun Joshi","orcid":"https://orcid.org/0000-0003-0251-4745"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Varun Joshi","raw_affiliation_strings":["Pune Institute of Computer Technology, Pune, India"],"affiliations":[{"raw_affiliation_string":"Pune Institute of Computer Technology, Pune, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036196209","display_name":"Yash Karwa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yash Karwa","raw_affiliation_strings":["Department of Computer Engineering, Pune Institute of Computer Technology, Pune, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Pune Institute of Computer Technology, Pune, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055294480","display_name":"Sanjyot Gindi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sanjyot Gindi","raw_affiliation_strings":["Periwinkle Technologies Pvt. Ltd., Pune, India"],"affiliations":[{"raw_affiliation_string":"Periwinkle Technologies Pvt. Ltd., Pune, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076040193","display_name":"Geetanjali Kale","orcid":"https://orcid.org/0000-0002-9258-4984"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"G. V. Kale","raw_affiliation_strings":["Periwinkle Technologies Pvt. Ltd., Pune, India"],"affiliations":[{"raw_affiliation_string":"Periwinkle Technologies Pvt. Ltd., Pune, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5057111663"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1592,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.55282766,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"49","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10146","display_name":"Cervical Cancer and HPV Research","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10146","display_name":"Cervical Cancer and HPV Research","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9406999945640564,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/colposcopy","display_name":"Colposcopy","score":0.8591583967208862},{"id":"https://openalex.org/keywords/abnormality","display_name":"Abnormality","score":0.7852308750152588},{"id":"https://openalex.org/keywords/cervix","display_name":"Cervix","score":0.7814868688583374},{"id":"https://openalex.org/keywords/cervical-cancer","display_name":"Cervical cancer","score":0.7796489000320435},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5907953381538391},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4707929193973541},{"id":"https://openalex.org/keywords/obstetrics","display_name":"Obstetrics","score":0.46478673815727234},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38501423597335815},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.37615349888801575},{"id":"https://openalex.org/keywords/gynecology","display_name":"Gynecology","score":0.3261280655860901},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.09183371067047119}],"concepts":[{"id":"https://openalex.org/C2776117191","wikidata":"https://www.wikidata.org/wiki/Q912741","display_name":"Colposcopy","level":4,"score":0.8591583967208862},{"id":"https://openalex.org/C50965678","wikidata":"https://www.wikidata.org/wiki/Q2724302","display_name":"Abnormality","level":2,"score":0.7852308750152588},{"id":"https://openalex.org/C2777740455","wikidata":"https://www.wikidata.org/wiki/Q666412","display_name":"Cervix","level":3,"score":0.7814868688583374},{"id":"https://openalex.org/C2778220009","wikidata":"https://www.wikidata.org/wiki/Q160105","display_name":"Cervical cancer","level":3,"score":0.7796489000320435},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5907953381538391},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4707929193973541},{"id":"https://openalex.org/C131872663","wikidata":"https://www.wikidata.org/wiki/Q5284418","display_name":"Obstetrics","level":1,"score":0.46478673815727234},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38501423597335815},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.37615349888801575},{"id":"https://openalex.org/C29456083","wikidata":"https://www.wikidata.org/wiki/Q1221899","display_name":"Gynecology","level":1,"score":0.3261280655860901},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.09183371067047119},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3.2019.8844926","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3.2019.8844926","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 Twelfth International Conference on Contemporary Computing (IC3)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1492815834","https://openalex.org/W1849504970","https://openalex.org/W2041126542","https://openalex.org/W2106787323","https://openalex.org/W2126945850","https://openalex.org/W2164945467","https://openalex.org/W2767118735","https://openalex.org/W2902211031","https://openalex.org/W2917837889","https://openalex.org/W6756472977"],"related_works":["https://openalex.org/W1975616345","https://openalex.org/W4252835526","https://openalex.org/W2492526875","https://openalex.org/W2946973307","https://openalex.org/W2367626978","https://openalex.org/W2155511500","https://openalex.org/W3010350596","https://openalex.org/W4387713026","https://openalex.org/W2008889795","https://openalex.org/W4386634807"],"abstract_inverted_index":{"Cervical":[0],"cancer":[1,28,35,44],"occurs":[2],"in":[3,46,74],"the":[4,7,11,15,20,72,105,147],"cells":[5],"of":[6,14,34,39,53,60,70,107,146,149],"cervix":[8],"which":[9,102,127],"is":[10,29],"lower":[12],"part":[13],"uterus":[16],"that":[17,83],"connects":[18],"to":[19,23,42,58,63,86,135],"vagina.":[21],"According":[22],"WHO":[24],"data,":[25],"globally":[26],"cervical":[27,43,65,89,108,141],"fourth":[30],"most":[31],"prevalent":[32],"form":[33],"affecting":[36],"women.":[37],"85%":[38],"deaths":[40,55],"due":[41,57],"occur":[45,56],"low":[47],"resource":[48],"countries.":[49],"A":[50],"large":[51],"number":[52,69],"these":[54],"non-availability":[59],"specialized":[61],"doctors":[62],"conduct":[64],"screenings.":[66],"Additionally,":[67],"a":[68,138,144],"times":[71],"hospitals":[73],"such":[75],"areas":[76],"are":[77,84],"not":[78],"equipped":[79],"with":[80],"medical":[81],"facilities":[82],"required":[85],"carry":[87],"out":[88],"screening":[90],"tests":[91],"like":[92],"pap":[93],"smear,":[94],"colposcopy":[95],"and":[96,117],"biopsy.":[97],"Hence":[98],"an":[99],"automated":[100],"system":[101],"can":[103,110],"predict":[104],"risk":[106],"abnormality":[109],"be":[111],"very":[112],"useful":[113],"for":[114],"speedy":[115],"detection":[116],"treatment.":[118],"In":[119],"this":[120],"work,":[121],"we":[122],"present":[123],"Machine":[124],"Learning(ML)":[125],"methods":[126],"use":[128],"demographic":[129],"data":[130,134],"rather":[131],"than":[132],"image":[133],"detect":[136],"whether":[137],"patient":[139],"has":[140,154],"abnormality.":[142],"Furthermore,":[143],"comparison":[145],"performance":[148],"10":[150],"different":[151],"ML":[152],"techniques":[153],"been":[155],"presented.":[156]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
