{"id":"https://openalex.org/W4412431712","doi":"https://doi.org/10.1109/med64031.2025.11073380","title":"Balancing Feature Selection, Model Accuracy, and Transparency in Maritime Machine Learning: A Trade-Off Analysis","display_name":"Balancing Feature Selection, Model Accuracy, and Transparency in Maritime Machine Learning: A Trade-Off Analysis","publication_year":2025,"publication_date":"2025-06-10","ids":{"openalex":"https://openalex.org/W4412431712","doi":"https://doi.org/10.1109/med64031.2025.11073380"},"language":"en","primary_location":{"id":"doi:10.1109/med64031.2025.11073380","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med64031.2025.11073380","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 33rd Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-05165697","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114711490","display_name":"Ayah Barhrhouj","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]},{"id":"https://openalex.org/I21491767","display_name":"Aix-Marseille Universit\u00e9","ror":"https://ror.org/035xkbk20","country_code":"FR","type":"education","lineage":["https://openalex.org/I21491767"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Ayah Barhrhouj","raw_affiliation_strings":["Aix-Marseille University, CNRS, LIS (UMR 7020),Marseille,France"],"affiliations":[{"raw_affiliation_string":"Aix-Marseille University, CNRS, LIS (UMR 7020),Marseille,France","institution_ids":["https://openalex.org/I4210114274","https://openalex.org/I1294671590","https://openalex.org/I21491767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012269990","display_name":"Bouchra Ananou","orcid":null},"institutions":[{"id":"https://openalex.org/I21491767","display_name":"Aix-Marseille Universit\u00e9","ror":"https://ror.org/035xkbk20","country_code":"FR","type":"education","lineage":["https://openalex.org/I21491767"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Bouchra Ananou","raw_affiliation_strings":["Aix-Marseille University, CNRS, LIS (UMR 7020),Marseille,France"],"affiliations":[{"raw_affiliation_string":"Aix-Marseille University, CNRS, LIS (UMR 7020),Marseille,France","institution_ids":["https://openalex.org/I4210114274","https://openalex.org/I1294671590","https://openalex.org/I21491767"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110160381","display_name":"Mustapha Ouladsine","orcid":null},"institutions":[{"id":"https://openalex.org/I21491767","display_name":"Aix-Marseille Universit\u00e9","ror":"https://ror.org/035xkbk20","country_code":"FR","type":"education","lineage":["https://openalex.org/I21491767"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mustapha Ouladsine","raw_affiliation_strings":["Aix-Marseille University, CNRS, LIS (UMR 7020),Marseille,France"],"affiliations":[{"raw_affiliation_string":"Aix-Marseille University, CNRS, LIS (UMR 7020),Marseille,France","institution_ids":["https://openalex.org/I4210114274","https://openalex.org/I1294671590","https://openalex.org/I21491767"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5114711490"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I21491767","https://openalex.org/I4210114274"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09455552,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"352","last_page":"357"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9876000285148621,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9876000285148621,"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"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9793999791145325,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9671000242233276,"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":0.7697661519050598},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.6798453330993652},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6630274653434753},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5556290149688721},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5289497375488281},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4947957396507263},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.47363653779029846},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10169723629951477}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7697661519050598},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.6798453330993652},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6630274653434753},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5556290149688721},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5289497375488281},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4947957396507263},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.47363653779029846},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10169723629951477}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/med64031.2025.11073380","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med64031.2025.11073380","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 33rd Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-05165697v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05165697","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2025 33rd Mediterranean Conference on Control and Automation (MED), Jun 2025, Tangier, Morocco. pp.352-357, ⟨10.1109/MED64031.2025.11073380⟩","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-05165697v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05165697","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2025 33rd Mediterranean Conference on Control and Automation (MED), Jun 2025, Tangier, Morocco. pp.352-357, ⟨10.1109/MED64031.2025.11073380⟩","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2102636708","https://openalex.org/W2295598076","https://openalex.org/W2487898712","https://openalex.org/W2496717212","https://openalex.org/W2925507233","https://openalex.org/W2962862931","https://openalex.org/W2979494945","https://openalex.org/W3003906255","https://openalex.org/W3020408150","https://openalex.org/W3035264434","https://openalex.org/W4200590780","https://openalex.org/W4225966510","https://openalex.org/W4225984735","https://openalex.org/W4283832130","https://openalex.org/W4295313945","https://openalex.org/W4296200088","https://openalex.org/W4387266737","https://openalex.org/W4404523452","https://openalex.org/W4405102741","https://openalex.org/W4408106725","https://openalex.org/W6737947904","https://openalex.org/W6748281036","https://openalex.org/W6769467494","https://openalex.org/W6809941272"],"related_works":["https://openalex.org/W3081288631","https://openalex.org/W3152382318","https://openalex.org/W3004686567","https://openalex.org/W2738656338","https://openalex.org/W2603787370","https://openalex.org/W2555400967","https://openalex.org/W3214759741","https://openalex.org/W3174876210","https://openalex.org/W2388458847","https://openalex.org/W3126697728"],"abstract_inverted_index":{"Feature":[0,33],"selection":[1,34,80,127],"(FS)":[2],"is":[3],"a":[4,36,149],"critical":[5],"step":[6],"in":[7,13,39],"machine":[8],"learning":[9],"(ML)":[10],"applications,":[11],"particularly":[12],"the":[14,60],"maritime":[15],"transportation":[16],"domain,":[17],"where":[18],"large-scale":[19],"data":[20],"from":[21],"sensors,":[22],"weather":[23],"conditions,":[24],"and":[25,31,49,68,84,92,110,153],"operational":[26],"logs":[27],"can":[28],"introduce":[29],"redundancy":[30],"noise.":[32],"plays":[35],"crucial":[37],"role":[38],"improving":[40],"ML":[41,97],"model":[42,90,129],"performance":[43,91],"by":[44],"reducing":[45],"dimensionality,":[46],"enhancing":[47],"generalization,":[48],"mitigating":[50],"overfitting.":[51],"However,":[52],"its":[53],"impact":[54],"extends":[55],"beyond":[56],"predictive":[57,106,140],"accuracy":[58,152],"to":[59,102,118,123],"explainability":[61],"of":[62],"AI":[63],"(XAI),":[64],"influencing":[65],"how":[66,125],"interpretable":[67],"transparent":[69],"models":[70,98],"become.":[71],"In":[72],"this":[73],"study,":[74],"we":[75],"systematically":[76],"compare":[77],"various":[78],"feature":[79,120,126],"methods\u2014including":[81],"filter,":[82],"wrapper,":[83],"embedded":[85],"techniques\u2014analyzing":[86],"their":[87],"effects":[88],"on":[89],"explainability.":[93,111,154],"We":[94],"assess":[95],"multiple":[96],"across":[99],"different":[100],"datasets":[101],"evaluate":[103],"trade-offs":[104],"between":[105,151],"accuracy,":[107,141],"computational":[108],"efficiency,":[109],"The":[112],"study":[113],"leverages":[114],"shapley":[115],"additive":[116],"explanations":[117],"compute":[119],"importance":[121],"scores":[122],"quantify":[124],"impacts":[128],"transparency.":[130],"Our":[131],"findings":[132],"highlight":[133],"that":[134],"while":[135],"some":[136],"FS":[137],"methods":[138],"enhance":[139],"they":[142],"may":[143],"compromise":[144],"interpretability,":[145],"whereas":[146],"others":[147],"strike":[148],"balance":[150]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}