{"id":"https://openalex.org/W4411996218","doi":"https://doi.org/10.1109/smartcomp65954.2025.00096","title":"Towards a Framework for Intelligent Sampling: Comprehensive Review of Challenges, AI Techniques, and Tools","display_name":"Towards a Framework for Intelligent Sampling: Comprehensive Review of Challenges, AI Techniques, and Tools","publication_year":2025,"publication_date":"2025-06-16","ids":{"openalex":"https://openalex.org/W4411996218","doi":"https://doi.org/10.1109/smartcomp65954.2025.00096"},"language":"en","primary_location":{"id":"doi:10.1109/smartcomp65954.2025.00096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartcomp65954.2025.00096","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Smart Computing (SMARTCOMP)","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/A5104532498","display_name":"Lander Bonilla","orcid":"https://orcid.org/0000-0002-7425-9280"},"institutions":[{"id":"https://openalex.org/I4210113430","display_name":"Tecnalia","ror":"https://ror.org/02fv8hj62","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210113430"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Lander Bonilla","raw_affiliation_strings":["Tecnalia, Basque Research & Technology Alliance (BRTA),Spain"],"affiliations":[{"raw_affiliation_string":"Tecnalia, Basque Research & Technology Alliance (BRTA),Spain","institution_ids":["https://openalex.org/I4210113430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118808213","display_name":"Jon Aguirre-Usandizaga","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113430","display_name":"Tecnalia","ror":"https://ror.org/02fv8hj62","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210113430"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jon Aguirre-Usandizaga","raw_affiliation_strings":["Tecnalia, Basque Research & Technology Alliance (BRTA),Spain"],"affiliations":[{"raw_affiliation_string":"Tecnalia, Basque Research & Technology Alliance (BRTA),Spain","institution_ids":["https://openalex.org/I4210113430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093377332","display_name":"Asier Garcia-Perez","orcid":"https://orcid.org/0009-0003-0800-7944"},"institutions":[{"id":"https://openalex.org/I4210113430","display_name":"Tecnalia","ror":"https://ror.org/02fv8hj62","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210113430"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Asier Garcia-Perez","raw_affiliation_strings":["Tecnalia, Basque Research & Technology Alliance (BRTA),Spain"],"affiliations":[{"raw_affiliation_string":"Tecnalia, Basque Research & Technology Alliance (BRTA),Spain","institution_ids":["https://openalex.org/I4210113430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100665004","display_name":"Mar\u00eda Jos\u00e9 L\u00f3pez Osa","orcid":"https://orcid.org/0000-0002-7633-095X"},"institutions":[{"id":"https://openalex.org/I4210113430","display_name":"Tecnalia","ror":"https://ror.org/02fv8hj62","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210113430"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mar\u00eda Jos\u00e9 L\u00f3pez Osa","raw_affiliation_strings":["Tecnalia, Basque Research & Technology Alliance (BRTA),Spain"],"affiliations":[{"raw_affiliation_string":"Tecnalia, Basque Research & Technology Alliance (BRTA),Spain","institution_ids":["https://openalex.org/I4210113430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118808214","display_name":"Idoia Murua Belacortu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113430","display_name":"Tecnalia","ror":"https://ror.org/02fv8hj62","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210113430"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Idoia Murua Belacortu","raw_affiliation_strings":["Tecnalia, Basque Research & Technology Alliance (BRTA),Spain"],"affiliations":[{"raw_affiliation_string":"Tecnalia, Basque Research & Technology Alliance (BRTA),Spain","institution_ids":["https://openalex.org/I4210113430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009717155","display_name":"Josu D\u00edaz-de-Arcaya","orcid":"https://orcid.org/0000-0003-0900-1643"},"institutions":[{"id":"https://openalex.org/I4210113430","display_name":"Tecnalia","ror":"https://ror.org/02fv8hj62","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210113430"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J osu Diaz-de-Arcaya","raw_affiliation_strings":["Tecnalia, Basque Research & Technology Alliance (BRTA),Spain"],"affiliations":[{"raw_affiliation_string":"Tecnalia, Basque Research & Technology Alliance (BRTA),Spain","institution_ids":["https://openalex.org/I4210113430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076281024","display_name":"Jordi Arjona Aroca","orcid":"https://orcid.org/0000-0002-1761-5170"},"institutions":[{"id":"https://openalex.org/I4210134847","display_name":"Centro Tecnol\u00f3gico de Investigaci\u00f3n, Desarrollo e Innovaci\u00f3n en tecnolog\u00edas de la Informaci\u00f3n y las Comunicaciones (TIC)","ror":"https://ror.org/02s69db58","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210134847"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jordi Arjona Aroca","raw_affiliation_strings":["Instituto Tecnológico de Informática (ITI),Spain"],"affiliations":[{"raw_affiliation_string":"Instituto Tecnológico de Informática (ITI),Spain","institution_ids":["https://openalex.org/I4210134847"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019233571","display_name":"Ana I. Torre-Bastida","orcid":"https://orcid.org/0000-0003-3005-1100"},"institutions":[{"id":"https://openalex.org/I4210113430","display_name":"Tecnalia","ror":"https://ror.org/02fv8hj62","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210113430"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ana Isabel Torre-Bastida","raw_affiliation_strings":["Tecnalia, Basque Research & Technology Alliance (BRTA),Spain"],"affiliations":[{"raw_affiliation_string":"Tecnalia, Basque Research & Technology Alliance (BRTA),Spain","institution_ids":["https://openalex.org/I4210113430"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118808215","display_name":"Raul Milio\u00f1","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113430","display_name":"Tecnalia","ror":"https://ror.org/02fv8hj62","country_code":"ES","type":"other","lineage":["https://openalex.org/I4210113430"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Raul Milio\u00f1","raw_affiliation_strings":["Tecnalia, Basque Research & Technology Alliance (BRTA),Spain"],"affiliations":[{"raw_affiliation_string":"Tecnalia, Basque Research & Technology Alliance (BRTA),Spain","institution_ids":["https://openalex.org/I4210113430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018383614","display_name":"Aitor Almeida","orcid":"https://orcid.org/0000-0002-1585-4717"},"institutions":[{"id":"https://openalex.org/I136040515","display_name":"Universidad de Deusto","ror":"https://ror.org/00ne6sr39","country_code":"ES","type":"education","lineage":["https://openalex.org/I136040515"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Aitor Almeida","raw_affiliation_strings":["University of Deusto,DeustoTech,Spain"],"affiliations":[{"raw_affiliation_string":"University of Deusto,DeustoTech,Spain","institution_ids":["https://openalex.org/I136040515"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5104532498"],"corresponding_institution_ids":["https://openalex.org/I4210113430"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08011167,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"504","last_page":"509"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.1492999941110611,"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"}},"topics":[{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.1492999941110611,"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/computer-science","display_name":"Computer science","score":0.6815347075462341},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4299629330635071},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.4196019768714905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3464694023132324},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.07245004177093506}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6815347075462341},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4299629330635071},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.4196019768714905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3464694023132324},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07245004177093506},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/smartcomp65954.2025.00096","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smartcomp65954.2025.00096","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Smart Computing (SMARTCOMP)","raw_type":"proceedings-article"},{"id":"pmh:oai:dsp.tecnalia.com:11556/6104","is_oa":false,"landing_page_url":"https://hdl.handle.net/11556/6104","pdf_url":null,"source":{"id":"https://openalex.org/S4306402037","display_name":"TECNALIA Publications (Fundaci\u00f3n TECNALIA Research & Innovation)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210113430","host_organization_name":"Tecnalia","host_organization_lineage":["https://openalex.org/I4210113430"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference output"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W2586132624","https://openalex.org/W2794454167","https://openalex.org/W2976179152","https://openalex.org/W2984514542","https://openalex.org/W2996960095","https://openalex.org/W3006568433","https://openalex.org/W3018761215","https://openalex.org/W3046202605","https://openalex.org/W3100774601","https://openalex.org/W3112362363","https://openalex.org/W3126179019","https://openalex.org/W3163540699","https://openalex.org/W3173198409","https://openalex.org/W3176540321","https://openalex.org/W4200122681","https://openalex.org/W4200133668","https://openalex.org/W4281486066","https://openalex.org/W4283278712","https://openalex.org/W4306292106","https://openalex.org/W4307960657","https://openalex.org/W4385453092","https://openalex.org/W4387591234","https://openalex.org/W4387869535","https://openalex.org/W4388557551","https://openalex.org/W4389400698","https://openalex.org/W4389578952","https://openalex.org/W4390590432","https://openalex.org/W4391018561","https://openalex.org/W4391250399","https://openalex.org/W4391317823","https://openalex.org/W4391691598","https://openalex.org/W4393944202","https://openalex.org/W4394712484","https://openalex.org/W4399734362","https://openalex.org/W4399916571","https://openalex.org/W4401163989","https://openalex.org/W4401892487","https://openalex.org/W4402132026","https://openalex.org/W4402177188","https://openalex.org/W4402616060","https://openalex.org/W4402766516","https://openalex.org/W4403063382","https://openalex.org/W4403413397","https://openalex.org/W4404872124","https://openalex.org/W4404978087","https://openalex.org/W4405722007","https://openalex.org/W4406085118","https://openalex.org/W4406159228","https://openalex.org/W4406263598","https://openalex.org/W4406264257","https://openalex.org/W4406737295","https://openalex.org/W4407765989","https://openalex.org/W6679765177","https://openalex.org/W6751404249","https://openalex.org/W6861819173","https://openalex.org/W6876380619"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Intelligent":[0],"data":[1,10,40,123],"sampling":[2,11,41,70,83,100,114,138],"is":[3],"an":[4,103],"innovative":[5],"method":[6],"that":[7,77,101],"enhances":[8],"conventional":[9],"procedures":[12],"by":[13,39],"utilizing":[14],"machine":[15],"learning":[16],"and":[17,30,42,64,124,133,150],"artificial":[18],"intelligence":[19],"approaches.":[20],"In":[21],"this":[22],"manuscript,":[23],"we":[24,73,93],"deep":[25],"dive":[26],"into":[27,81],"the":[28,35,45,82,111,118,122,125,128,135],"scientific":[29],"grey":[31],"literature":[32],"to":[33,50,85,143,152],"find":[34],"main":[36],"challenges":[37,88],"faced":[38],"elaborate":[43],"on":[44,117],"various":[46],"AI":[47],"techniques":[48,76],"utilized":[49],"mitigate":[51],"them.":[52],"We":[53],"identify":[54],"key":[55],"issues":[56],"such":[57],"as":[58],"class":[59],"imbalance,":[60],"overfitting,":[61],"computational":[62],"inefficiency,":[63],"bias,":[65],"which":[66],"often":[67],"hinder":[68],"traditional":[69],"methods.":[71],"Furthermore,":[72],"explore":[74],"AI-driven":[75],"have":[78],"been":[79],"integrated":[80],"process":[84],"address":[86],"these":[87],"effectively.":[89],"As":[90],"a":[91,95],"result,":[92],"propose":[94],"novel":[96],"framework":[97,141],"for":[98],"intelligent":[99],"incorporates":[102],"AI-powered":[104],"recommender":[105],"system.":[106],"This":[107],"system":[108],"dynamically":[109],"selects":[110],"most":[112],"appropriate":[113],"technique":[115],"based":[116],"specific":[119],"characteristics":[120],"of":[121,127,137],"needs":[126],"predictive":[129],"model.":[130],"By":[131],"automating":[132],"optimizing":[134],"selection":[136],"methods,":[139],"our":[140],"aims":[142],"enhance":[144],"model":[145],"performance,":[146],"improve":[147],"resource":[148],"efficiency,":[149],"adapt":[151],"diverse":[153],"real-world":[154],"applications.":[155]},"counts_by_year":[],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-10-10T00:00:00"}