{"id":"https://openalex.org/W4409983139","doi":"https://doi.org/10.1137/1.9781611978520.53","title":"Spatially-Delineated Domain-Adapted AI Classification: An Application for Oncology Data","display_name":"Spatially-Delineated Domain-Adapted AI Classification: An Application for Oncology Data","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409983139","doi":"https://doi.org/10.1137/1.9781611978520.53"},"language":"en","primary_location":{"id":"doi:10.1137/1.9781611978520.53","is_oa":false,"landing_page_url":"https://doi.org/10.1137/1.9781611978520.53","pdf_url":null,"source":{"id":"https://openalex.org/S4306463922","display_name":"Society for Industrial and Applied Mathematics eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 SIAM International Conference on Data Mining (SDM)","raw_type":"book-chapter"},"type":"book-chapter","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/A5059176320","display_name":"Majid Farhadloo","orcid":"https://orcid.org/0000-0001-8602-0165"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Majid Farhadloo","raw_affiliation_strings":["Department of Computer Science and Eng, University of Minnesota"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Eng, University of Minnesota","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080770031","display_name":"Arun Sharma","orcid":"https://orcid.org/0000-0003-2554-8876"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arun Sharma","raw_affiliation_strings":["Department of Computer Science and Eng, University of Minnesota"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Eng, University of Minnesota","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085479273","display_name":"Alexey A. Leontovich","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125099","display_name":"Mayo Clinic in Arizona","ror":"https://ror.org/03jp40720","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1330342723","https://openalex.org/I4210125099"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexey Leontovich","raw_affiliation_strings":["Department of Oncology, Mayo Clinic"],"affiliations":[{"raw_affiliation_string":"Department of Oncology, Mayo Clinic","institution_ids":["https://openalex.org/I4210125099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082719040","display_name":"Svetomir N. Markovic","orcid":"https://orcid.org/0000-0002-9238-4325"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Svetomir N. Markovic","raw_affiliation_strings":["Department of Computer Science and Eng, University of Minnesota"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Eng, University of Minnesota","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024689245","display_name":"Shashi Shekhar","orcid":"https://orcid.org/0000-0001-8217-3244"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shashi Shekhar","raw_affiliation_strings":["Department of Computer Science and Eng, University of Minnesota"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Eng, University of Minnesota","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5059176320"],"corresponding_institution_ids":["https://openalex.org/I130238516"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18093516,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"487","last_page":"496"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9190000295639038,"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/T10862","display_name":"AI in cancer detection","score":0.9190000295639038,"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/domain","display_name":"Domain (mathematical analysis)","score":0.5338320136070251},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4854031503200531},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4127901792526245},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.40181639790534973},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.32605135440826416},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.32494208216667175},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.29306039214134216},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1204269528388977}],"concepts":[{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5338320136070251},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4854031503200531},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4127901792526245},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.40181639790534973},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.32605135440826416},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.32494208216667175},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.29306039214134216},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1204269528388977},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1137/1.9781611978520.53","is_oa":false,"landing_page_url":"https://doi.org/10.1137/1.9781611978520.53","pdf_url":null,"source":{"id":"https://openalex.org/S4306463922","display_name":"Society for Industrial and Applied Mathematics eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 SIAM International Conference on Data Mining (SDM)","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"Given":[0],"multi-type":[1],"point":[2,35],"maps":[3],"from":[4],"different":[5,76,110],"place-types":[6],"(e.g.,":[7,143],"tumor":[8],"regions),":[9],"our":[10],"objective":[11],"is":[12,39],"to":[13,22,86,106],"develop":[14],"a":[15,114],"classifier":[16],"trained":[17],"on":[18,33,83,140],"the":[19,29,61,64,98,148],"source":[20],"place-type":[21,31],"accurately":[23],"distinguish":[24],"between":[25],"two":[26],"classes":[27],"of":[28],"target":[30],"based":[32],"their":[34],"arrangements.":[36],"This":[37],"problem":[38],"societally":[40],"important":[41],"for":[42,50,54,133],"many":[43],"applications,":[44],"such":[45,123],"as":[46,124],"generating":[47],"clinical":[48],"hypotheses":[49],"designing":[51],"new":[52],"immunotherapies":[53],"cancer":[55],"treatment.":[56],"The":[57],"challenge":[58],"lies":[59],"in":[60,70],"spatial":[62,71,100,121,125,129],"variability,":[63],"inherent":[65],"heterogeneity":[66],"and":[67,90,128],"variation":[68],"observed":[69],"properties":[72],"or":[73],"arrangements":[74,101],"across":[75,109],"locations":[77],"(i.e.,":[78],"place-types).":[79],"Previous":[80],"techniques":[81],"focus":[82],"self-supervised":[84],"tasks":[85],"learn":[87],"domain-invariant":[88],"features":[89],"mitigate":[91],"domain":[92],"differences;":[93],"however,":[94],"they":[95],"often":[96],"neglect":[97],"underlying":[99],"among":[102],"data":[103],"points,":[104],"leading":[105],"significant":[107],"discrepancies":[108],"place-types.":[111],"We":[112],"explore":[113],"novel":[115],"multi-task":[116],"self-learning":[117],"framework":[118,150],"that":[119,147],"targets":[120],"arrangements,":[122],"mix-up":[126],"masking":[127],"contrastive":[130],"predictive":[131],"coding,":[132],"spatially-delineated":[134],"domain-adapted":[135],"AI":[136],"classification.":[137],"Experimental":[138],"results":[139],"real-world":[141],"datasets":[142],"oncology":[144],"data)":[145],"show":[146],"proposed":[149],"provides":[151],"higher":[152],"prediction":[153],"accuracy":[154],"than":[155],"baseline":[156],"methods.":[157]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
