{"id":"https://openalex.org/W4410297215","doi":"https://doi.org/10.1109/isbi60581.2025.10981201","title":"Forecasting Changes in the Data Characteristics of AI Models","display_name":"Forecasting Changes in the Data Characteristics of AI Models","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4410297215","doi":"https://doi.org/10.1109/isbi60581.2025.10981201"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10981201","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981201","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","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/A5117518689","display_name":"Elly Konjkav","orcid":null},"institutions":[{"id":"https://openalex.org/I1320320070","display_name":"United States Food and Drug Administration","ror":"https://ror.org/034xvzb47","country_code":"US","type":"government","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1320320070"]},{"id":"https://openalex.org/I1335686170","display_name":"Center for Devices and Radiological Health","ror":"https://ror.org/007x9se63","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1320320070","https://openalex.org/I1335686170"]},{"id":"https://openalex.org/I39565521","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08","country_code":"US","type":"government","lineage":["https://openalex.org/I1330989302","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elly Konjkav","raw_affiliation_strings":["Center for Devices and Radiological Health (CDRH), U.S. Food and Drug Administration (FDA),Office of Science and Engineering Laboratories (OSEL),Silver Spring,MD,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Devices and Radiological Health (CDRH), U.S. Food and Drug Administration (FDA),Office of Science and Engineering Laboratories (OSEL),Silver Spring,MD,USA","institution_ids":["https://openalex.org/I1320320070","https://openalex.org/I1335686170","https://openalex.org/I39565521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026457059","display_name":"Ghada Zamzmi","orcid":"https://orcid.org/0000-0003-4723-5539"},"institutions":[{"id":"https://openalex.org/I1320320070","display_name":"United States Food and Drug Administration","ror":"https://ror.org/034xvzb47","country_code":"US","type":"government","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1320320070"]},{"id":"https://openalex.org/I1335686170","display_name":"Center for Devices and Radiological Health","ror":"https://ror.org/007x9se63","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1320320070","https://openalex.org/I1335686170"]},{"id":"https://openalex.org/I39565521","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08","country_code":"US","type":"government","lineage":["https://openalex.org/I1330989302","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ghada Zamzmi","raw_affiliation_strings":["Center for Devices and Radiological Health (CDRH), U.S. Food and Drug Administration (FDA),Office of Science and Engineering Laboratories (OSEL),Silver Spring,MD,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Devices and Radiological Health (CDRH), U.S. Food and Drug Administration (FDA),Office of Science and Engineering Laboratories (OSEL),Silver Spring,MD,USA","institution_ids":["https://openalex.org/I1320320070","https://openalex.org/I1335686170","https://openalex.org/I39565521"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084960775","display_name":"Jana G. Delfino","orcid":"https://orcid.org/0000-0001-9957-2866"},"institutions":[{"id":"https://openalex.org/I1320320070","display_name":"United States Food and Drug Administration","ror":"https://ror.org/034xvzb47","country_code":"US","type":"government","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1320320070"]},{"id":"https://openalex.org/I1335686170","display_name":"Center for Devices and Radiological Health","ror":"https://ror.org/007x9se63","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1320320070","https://openalex.org/I1335686170"]},{"id":"https://openalex.org/I39565521","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08","country_code":"US","type":"government","lineage":["https://openalex.org/I1330989302","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jana G. Delfino","raw_affiliation_strings":["Center for Devices and Radiological Health (CDRH), U.S. Food and Drug Administration (FDA),Office of Science and Engineering Laboratories (OSEL),Silver Spring,MD,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Devices and Radiological Health (CDRH), U.S. Food and Drug Administration (FDA),Office of Science and Engineering Laboratories (OSEL),Silver Spring,MD,USA","institution_ids":["https://openalex.org/I1320320070","https://openalex.org/I1335686170","https://openalex.org/I39565521"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11004658,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.2922999858856201,"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"}},"topics":[{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.2922999858856201,"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":0.6218401193618774},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36345887184143066}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6218401193618774},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36345887184143066}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi60581.2025.10981201","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10981201","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.6000000238418579,"display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1547333707","https://openalex.org/W2064675550","https://openalex.org/W2099419573","https://openalex.org/W2136848157","https://openalex.org/W2167036165","https://openalex.org/W2611650229","https://openalex.org/W2788633781","https://openalex.org/W2805785956","https://openalex.org/W2990064013","https://openalex.org/W3110638534","https://openalex.org/W4206189171","https://openalex.org/W4361003621","https://openalex.org/W4402581876","https://openalex.org/W6751494907","https://openalex.org/W6752867117","https://openalex.org/W6810741198"],"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":{"We":[0,44],"introduce":[1],"a":[2,24,96],"framework":[3,28,148],"designed":[4],"to":[5,49,89,117,130],"forecast":[6],"changes":[7,36,112],"in":[8,37,76,93,113],"the":[9,30,72,99,108,131,155],"characteristics":[10,115],"of":[11,32,35,78,110,134,159],"data":[12,38,114,127],"fed":[13],"into":[14],"machine":[15,118],"learning":[16,119],"models'":[17],"using":[18],"chest":[19],"X-ray":[20],"(CXR)":[21],"imaging":[22],"as":[23,126],"case":[25],"study.":[26],"Our":[27,65,105],"investigates":[29],"prediction":[31,123],"three":[33,46],"types":[34],"patterns:":[39],"seasonal,":[40],"gradual,":[41],"and":[42,63,157],"incremental.":[43],"employed":[45],"forecasting":[47],"methods":[48],"predict":[50],"these":[51,145],"changes:":[52],"Long":[53],"Short-Term":[54],"Memory":[55],"(LSTM),":[56],"Seasonal":[57],"Auto-Regressive":[58],"Integrated":[59],"Moving":[60],"Average":[61],"(SARIMA),":[62],"Holt-Winters.":[64],"results":[66],"indicate":[67],"that":[68],"while":[69],"LSTM":[70],"achieved":[71],"best":[73],"overall":[74],"performance":[75,140],"terms":[77],"mean":[79],"absolute":[80],"percentage":[81],"error":[82],"(SeasonalMAPE=":[83],"[10.27],$Incremental_{MAPE}$=":[84],"[0.87],$\\text{Gradual}_{MAPE}":[85],"=[7.35])$,":[86],"it":[87],"struggles":[88],"accurately":[90],"capture":[91],"seasonality":[92],"future":[94],"predictions,":[95],"task":[97],"where":[98],"Holt-Winters":[100],"model":[101,139],"performs":[102],"more":[103],"effectively.":[104],"findings":[106],"demonstrate":[107],"feasibility":[109],"predicting":[111],"provided":[116],"models.":[120,162],"Such":[121],"early":[122],"is":[124],"needed":[125],"drift,":[128],"due":[129],"dynamic":[132],"nature":[133],"real-world":[135],"environments,":[136],"may":[137],"affect":[138],"during":[141],"deployment.":[142],"By":[143],"anticipating":[144],"changes,":[146],"our":[147],"can":[149],"enable":[150],"proactive":[151],"measures":[152],"for":[153],"maintaining":[154],"reliability":[156],"safety":[158],"deployed":[160],"AI":[161]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}