{"id":"https://openalex.org/W4293732137","doi":"https://doi.org/10.21428/594757db.9d610b29","title":"Contextual bandit optimization of super-resolution microscopy","display_name":"Contextual bandit optimization of super-resolution microscopy","publication_year":2022,"publication_date":"2022-05-27","ids":{"openalex":"https://openalex.org/W4293732137","doi":"https://doi.org/10.21428/594757db.9d610b29"},"language":"en","primary_location":{"id":"doi:10.21428/594757db.9d610b29","is_oa":true,"landing_page_url":"https://doi.org/10.21428/594757db.9d610b29","pdf_url":"https://caiac.pubpub.org/pub/6th7w3yo/download/pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Canadian Conference on Artificial Intelligence","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://caiac.pubpub.org/pub/6th7w3yo/download/pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040560517","display_name":"Anthony Bilodeau","orcid":"https://orcid.org/0000-0002-7041-6402"},"institutions":[{"id":"https://openalex.org/I4210155582","display_name":"Centre Universitaire de Mila","ror":"https://ror.org/05s3cw058","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210155582"]},{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA","DZ"],"is_corresponding":false,"raw_author_name":"Anthony Bilodeau","raw_affiliation_strings":["CERVO Brain Research Center, Universit Laval  IID, Universit Laval  Psychiatry and Neuroscience, Universit Laval  Canada","CIFAR AI chair, Mila","CERVO Brain Research Center, Universit\u00e9 Laval \u2021 IID, Universit\u00e9 Laval \u22c4 Psychiatry and Neuroscience, Universit\u00e9 Laval \u2022 Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CERVO Brain Research Center, Universit Laval  IID, Universit Laval  Psychiatry and Neuroscience, Universit Laval  Canada","institution_ids":["https://openalex.org/I43406934"]},{"raw_affiliation_string":"CIFAR AI chair, Mila","institution_ids":["https://openalex.org/I4210155582"]},{"raw_affiliation_string":"CERVO Brain Research Center, Universit\u00e9 Laval \u2021 IID, Universit\u00e9 Laval \u22c4 Psychiatry and Neuroscience, Universit\u00e9 Laval \u2022 Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088907594","display_name":"Renaud Bernatchez","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155582","display_name":"Centre Universitaire de Mila","ror":"https://ror.org/05s3cw058","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210155582"]},{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA","DZ"],"is_corresponding":false,"raw_author_name":"Renaud Bernatchez","raw_affiliation_strings":["CERVO Brain Research Center, Universit Laval  IID, Universit Laval  Psychiatry and Neuroscience, Universit Laval  Canada","CIFAR AI chair, Mila","CERVO Brain Research Center, Universit\u00e9 Laval \u2021 IID, Universit\u00e9 Laval \u22c4 Psychiatry and Neuroscience, Universit\u00e9 Laval \u2022 Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CERVO Brain Research Center, Universit Laval  IID, Universit Laval  Psychiatry and Neuroscience, Universit Laval  Canada","institution_ids":["https://openalex.org/I43406934"]},{"raw_affiliation_string":"CIFAR AI chair, Mila","institution_ids":["https://openalex.org/I4210155582"]},{"raw_affiliation_string":"CERVO Brain Research Center, Universit\u00e9 Laval \u2021 IID, Universit\u00e9 Laval \u22c4 Psychiatry and Neuroscience, Universit\u00e9 Laval \u2022 Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036822161","display_name":"Albert Michaud-Gagnon","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155582","display_name":"Centre Universitaire de Mila","ror":"https://ror.org/05s3cw058","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210155582"]},{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA","DZ"],"is_corresponding":false,"raw_author_name":"Albert Michaud-Gagnon","raw_affiliation_strings":["CERVO Brain Research Center, Universit Laval  IID, Universit Laval  Psychiatry and Neuroscience, Universit Laval  Canada","CIFAR AI chair, Mila","CERVO Brain Research Center, Universit\u00e9 Laval \u2021 IID, Universit\u00e9 Laval \u22c4 Psychiatry and Neuroscience, Universit\u00e9 Laval \u2022 Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CERVO Brain Research Center, Universit Laval  IID, Universit Laval  Psychiatry and Neuroscience, Universit Laval  Canada","institution_ids":["https://openalex.org/I43406934"]},{"raw_affiliation_string":"CIFAR AI chair, Mila","institution_ids":["https://openalex.org/I4210155582"]},{"raw_affiliation_string":"CERVO Brain Research Center, Universit\u00e9 Laval \u2021 IID, Universit\u00e9 Laval \u22c4 Psychiatry and Neuroscience, Universit\u00e9 Laval \u2022 Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052072799","display_name":"Flavie Lavoie\u2010Cardinal","orcid":"https://orcid.org/0000-0002-4496-5088"},"institutions":[{"id":"https://openalex.org/I4210155582","display_name":"Centre Universitaire de Mila","ror":"https://ror.org/05s3cw058","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210155582"]},{"id":"https://openalex.org/I43406934","display_name":"Universit\u00e9 Laval","ror":"https://ror.org/04sjchr03","country_code":"CA","type":"education","lineage":["https://openalex.org/I43406934"]}],"countries":["CA","DZ"],"is_corresponding":true,"raw_author_name":"Flavie Lavoie-Cardinal","raw_affiliation_strings":["CERVO Brain Research Center, Universit Laval  IID, Universit Laval  Psychiatry and Neuroscience, Universit Laval  Canada","CIFAR AI chair, Mila","CERVO Brain Research Center, Universit\u00e9 Laval \u2021 IID, Universit\u00e9 Laval \u22c4 Psychiatry and Neuroscience, Universit\u00e9 Laval \u2022 Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CERVO Brain Research Center, Universit Laval  IID, Universit Laval  Psychiatry and Neuroscience, Universit Laval  Canada","institution_ids":["https://openalex.org/I43406934"]},{"raw_affiliation_string":"CIFAR AI chair, Mila","institution_ids":["https://openalex.org/I4210155582"]},{"raw_affiliation_string":"CERVO Brain Research Center, Universit\u00e9 Laval \u2021 IID, Universit\u00e9 Laval \u22c4 Psychiatry and Neuroscience, Universit\u00e9 Laval \u2022 Canada","institution_ids":["https://openalex.org/I43406934"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069876930","display_name":"Audrey Durand","orcid":"https://orcid.org/0000-0001-9290-8603"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Audrey Durand","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5052072799"],"corresponding_institution_ids":["https://openalex.org/I4210155582","https://openalex.org/I43406934"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10540","display_name":"Advanced Fluorescence Microscopy Techniques","score":0.9735000133514404,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9605000019073486,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.6381024122238159},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5914170145988464},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5800514817237854},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5265136957168579},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4956716299057007},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.4826367497444153},{"id":"https://openalex.org/keywords/microscopy","display_name":"Microscopy","score":0.4710761606693268},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4606786370277405},{"id":"https://openalex.org/keywords/prior-information","display_name":"Prior information","score":0.41603535413742065},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39056867361068726},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.24469581246376038},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.15349289774894714},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10957944393157959},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10559079051017761}],"concepts":[{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.6381024122238159},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5914170145988464},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5800514817237854},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5265136957168579},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4956716299057007},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.4826367497444153},{"id":"https://openalex.org/C147080431","wikidata":"https://www.wikidata.org/wiki/Q1074953","display_name":"Microscopy","level":2,"score":0.4710761606693268},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4606786370277405},{"id":"https://openalex.org/C3020402766","wikidata":"https://www.wikidata.org/wiki/Q104376712","display_name":"Prior information","level":2,"score":0.41603535413742065},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39056867361068726},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.24469581246376038},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.15349289774894714},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10957944393157959},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10559079051017761},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21428/594757db.9d610b29","is_oa":true,"landing_page_url":"https://doi.org/10.21428/594757db.9d610b29","pdf_url":"https://caiac.pubpub.org/pub/6th7w3yo/download/pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Canadian Conference on Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.21428/594757db.9d610b29","is_oa":true,"landing_page_url":"https://doi.org/10.21428/594757db.9d610b29","pdf_url":"https://caiac.pubpub.org/pub/6th7w3yo/download/pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Canadian Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4293732137.pdf","grobid_xml":"https://content.openalex.org/works/W4293732137.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2108114251","https://openalex.org/W2111241577","https://openalex.org/W2115737236","https://openalex.org/W2126105956","https://openalex.org/W2166253248","https://openalex.org/W2745532558","https://openalex.org/W2788997417","https://openalex.org/W2902825269","https://openalex.org/W2903629831","https://openalex.org/W2969928967","https://openalex.org/W3029519677","https://openalex.org/W3091650971","https://openalex.org/W3187338714","https://openalex.org/W4297917482","https://openalex.org/W4299286629","https://openalex.org/W6751915836","https://openalex.org/W6756431731","https://openalex.org/W6784171646"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W2081647779","https://openalex.org/W2373012867","https://openalex.org/W3170094116"],"abstract_inverted_index":{"The":[0,19],"online":[1],"optimization":[2,46],"of":[3,12,21,74],"optical":[4],"microscopy":[5],"parameters":[6,14,81],"aims":[7],"at":[8],"learning":[9],"the":[10,16,26,37,45,57,71,75,79],"set":[11],"imaging":[13,63,80],"while":[15],"experiment":[17],"unfolds.":[18],"success":[20],"this":[22,41],"task":[23],"relies":[24],"on":[25,36],"trade-off":[27],"between":[28],"multiple":[29],"confounding":[30],"objectives":[31],"and":[32,77],"may":[33],"vary":[34],"depending":[35],"experimental":[38],"setting.":[39],"In":[40],"work,":[42],"we":[43],"frame":[44],"problem":[47],"as":[48],"a":[49],"multi-armed":[50],"bandit":[51],"framework":[52],"with":[53],"contextual":[54],"information":[55],"about":[56],"sample":[58,76],"to":[59,67],"identify":[60],"optimal":[61],"sample-dependant":[62],"parameters.":[64],"This":[65],"allows":[66],"take":[68],"into":[69],"consideration":[70],"current":[72],"state":[73],"choose":[78],"accordingly.":[82]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
