{"id":"https://openalex.org/W4404031427","doi":"https://doi.org/10.1109/icccnt61001.2024.10725900","title":"Enhanced Classification of Exoplanets Using Machine Learning: Integrating Feature Selection, Ensemble Algorithms, and Explainable AI Insights","display_name":"Enhanced Classification of Exoplanets Using Machine Learning: Integrating Feature Selection, Ensemble Algorithms, and Explainable AI Insights","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404031427","doi":"https://doi.org/10.1109/icccnt61001.2024.10725900"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10725900","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10725900","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5114516097","display_name":"G. Ishvarya","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ishvarya G","raw_affiliation_strings":["Amrita School of Computing Bengaluru Amrita Vishwa Vidyapeetham,Department of Computer Science and Engineering,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amrita School of Computing Bengaluru Amrita Vishwa Vidyapeetham,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114516098","display_name":"Kavya Sree Kammari","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kavya Sree Kammari","raw_affiliation_strings":["Amrita School of Computing Bengaluru Amrita Vishwa Vidyapeetham,Department of Computer Science and Engineering,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amrita School of Computing Bengaluru Amrita Vishwa Vidyapeetham,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114516099","display_name":"Sharanya Vanraj Thambi","orcid":null},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sharanya Vanraj Thambi","raw_affiliation_strings":["Amrita School of Computing Bengaluru Amrita Vishwa Vidyapeetham,Department of Computer Science and Engineering,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amrita School of Computing Bengaluru Amrita Vishwa Vidyapeetham,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038866834","display_name":"Manju Venugopalan","orcid":"https://orcid.org/0000-0001-9325-8948"},"institutions":[{"id":"https://openalex.org/I81556334","display_name":"Amrita Vishwa Vidyapeetham","ror":"https://ror.org/03am10p12","country_code":"IN","type":"education","lineage":["https://openalex.org/I81556334"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manju Venugopalan","raw_affiliation_strings":["Amrita School of Computing Bengaluru Amrita Vishwa Vidyapeetham,Department of Computer Science and Engineering,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amrita School of Computing Bengaluru Amrita Vishwa Vidyapeetham,Department of Computer Science and Engineering,India","institution_ids":["https://openalex.org/I81556334"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I81556334"],"apc_list":null,"apc_paid":null,"fwci":4.9136,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95719804,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11325","display_name":"Inertial Sensor and Navigation","score":0.7997999787330627,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11325","display_name":"Inertial Sensor and Navigation","score":0.7997999787330627,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13820","display_name":"SAS software applications and methods","score":0.7749999761581421,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.7720000147819519,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.731391429901123},{"id":"https://openalex.org/keywords/exoplanet","display_name":"Exoplanet","score":0.708554744720459},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6855626702308655},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5969327688217163},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5499451160430908},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5411386489868164},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5183632969856262},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.44833144545555115},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41852399706840515},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33157193660736084},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.07845017313957214}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.731391429901123},{"id":"https://openalex.org/C163479331","wikidata":"https://www.wikidata.org/wiki/Q44559","display_name":"Exoplanet","level":3,"score":0.708554744720459},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6855626702308655},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5969327688217163},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5499451160430908},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5411386489868164},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5183632969856262},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.44833144545555115},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41852399706840515},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33157193660736084},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.07845017313957214},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C150846664","wikidata":"https://www.wikidata.org/wiki/Q7602306","display_name":"Stars","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt61001.2024.10725900","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10725900","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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":17,"referenced_works":["https://openalex.org/W1985051703","https://openalex.org/W2791739271","https://openalex.org/W2981731882","https://openalex.org/W3130362709","https://openalex.org/W3156671057","https://openalex.org/W3185410786","https://openalex.org/W4285503528","https://openalex.org/W4312708114","https://openalex.org/W4313156632","https://openalex.org/W4324137357","https://openalex.org/W4377834215","https://openalex.org/W4387348273","https://openalex.org/W4388078007","https://openalex.org/W4388936866","https://openalex.org/W4390627733","https://openalex.org/W4391805027","https://openalex.org/W6911199915"],"related_works":["https://openalex.org/W2805686072","https://openalex.org/W4241171306","https://openalex.org/W4320729810","https://openalex.org/W2090184506","https://openalex.org/W947793337","https://openalex.org/W4353087870","https://openalex.org/W3114851552","https://openalex.org/W3125077253","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"This":[0],"research":[1,178],"delves":[2],"into":[3],"employing":[4,38],"machine":[5],"learning":[6],"(ML)":[7],"algorithms":[8,98],"for":[9,57,154,165,173],"classifying":[10,156],"exoplanets,":[11],"focusing":[12],"on":[13,150],"enhancing":[14],"classification":[15,48,109],"accuracy":[16],"through":[17],"feature":[18,39],"selection.":[19],"By":[20],"utilizing":[21],"data":[22,58],"from":[23],"the":[24,28,31,43,47,63,69,73,76,118,127,130,139,145],"KOI":[25,157],"planet":[26],"candidates,":[27],"study":[29,77,131],"addresses":[30],"challenge":[32],"of":[33,124,141],"handling":[34],"large":[35],"datasets":[36,184],"by":[37],"selection":[40],"techniques":[41,136],"like":[42],"chi-square":[44],"method,":[45],"improving":[46],"process\u2019s":[49],"effectiveness.":[50],"Principal":[51],"Component":[52],"Analysis":[53],"(PCA)":[54],"was":[55],"employed":[56,79],"visualization,":[59],"aiding":[60],"in":[61,144],"understanding":[62],"underlying":[64],"structure":[65],"and":[66,93,103,169,185],"relationships":[67],"within":[68],"exoplanet":[70,174],"dataset.":[71],"In":[72],"implementation":[74],"phase,":[75],"initially":[78],"standalone":[80],"classifier":[81],"models":[82,172],"such":[83],"as":[84,117,162],"KNN,":[85],"SVM,":[86],"Random":[87,114],"Forest,":[88],"Naive":[89],"Bayes,":[90],"Decision":[91],"trees":[92],"CNN.":[94],"Following":[95],"this,":[96],"ensemble":[97],"including":[99],"XGBoost,":[100],"GBM,":[101],"CatBoost,":[102],"AdaBoost":[104],"were":[105],"utilized":[106],"to":[107,137],"enhance":[108],"performance":[110],"further.":[111],"Among":[112],"these,":[113],"Forest":[115],"emerged":[116],"top":[119],"performer,":[120],"achieving":[121],"an":[122],"F-measure":[123],"0.95,":[125],"surpassing":[126],"others.":[128],"Additionally,":[129],"incorporates":[132],"explainable":[133],"AI":[134],"(XAI)":[135],"interpret":[138],"importance":[140],"individual":[142],"features":[143,152],"models\u2019":[146],"predictions,":[147],"shedding":[148],"light":[149],"crucial":[151],"essential":[153],"accurately":[155],"planets.":[158],"These":[159],"insights":[160],"serve":[161],"a":[163],"foundation":[164],"developing":[166],"more":[167],"advanced":[168],"dependable":[170],"ML":[171],"classification,":[175],"facilitating":[176],"future":[177],"endeavors":[179],"that":[180],"may":[181],"incorporate":[182],"additional":[183],"features.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}