{"id":"https://openalex.org/W2953101261","doi":"https://doi.org/10.1109/access.2018.2888585","title":"A Novel Data-Driven Model for Real-Time Influenza Forecasting","display_name":"A Novel Data-Driven Model for Real-Time Influenza Forecasting","publication_year":2018,"publication_date":"2018-12-19","ids":{"openalex":"https://openalex.org/W2953101261","doi":"https://doi.org/10.1109/access.2018.2888585","mag":"2953101261"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2888585","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2888585","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08581423.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08581423.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064494866","display_name":"Sharath Reddy Venna","orcid":"https://orcid.org/0000-0003-4545-1123"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Siva R. Venna","raw_affiliation_strings":["NSF Center for Visual and Decision Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA"],"raw_orcid":"https://orcid.org/0000-0003-4545-1123","affiliations":[{"raw_affiliation_string":"NSF Center for Visual and Decision Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065400728","display_name":"Amirhossein Tavanaei","orcid":"https://orcid.org/0000-0002-6482-440X"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amirhossein Tavanaei","raw_affiliation_strings":["NSF Center for Visual and Decision Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NSF Center for Visual and Decision Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060586529","display_name":"Raju Gottumukkala","orcid":"https://orcid.org/0000-0003-0794-4015"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raju N. Gottumukkala","raw_affiliation_strings":["NSF Center for Visual and Decision Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NSF Center for Visual and Decision Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023699325","display_name":"Vijay V. Raghavan","orcid":"https://orcid.org/0000-0001-7224-7828"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijay V. Raghavan","raw_affiliation_strings":["NSF Center for Visual and Decision Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NSF Center for Visual and Decision Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075357799","display_name":"Anthony S. Maida","orcid":"https://orcid.org/0000-0003-2586-2865"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony S. Maida","raw_affiliation_strings":["School of Computing and Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Informatics, University of Louisiana at Lafayette, Lafayette, LA, USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088085376","display_name":"Stephen M. Nichols","orcid":"https://orcid.org/0000-0002-4772-1222"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stephen Nichols","raw_affiliation_strings":["Schumacher Clinical Partners, Lafayette, LA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Schumacher Clinical Partners, Lafayette, LA, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":10.5784,"has_fulltext":true,"cited_by_count":125,"citation_normalized_percentile":{"value":0.98872495,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"7","issue":null,"first_page":"7691","last_page":"7701"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10167","display_name":"Influenza Virus Research Studies","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10167","display_name":"Influenza Virus Research Studies","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.984499990940094,"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":0.757876455783844},{"id":"https://openalex.org/keywords/weather-forecasting","display_name":"Weather forecasting","score":0.4874906539916992},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4685906767845154},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45256876945495605},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4465383291244507},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.44015103578567505},{"id":"https://openalex.org/keywords/temporal-database","display_name":"Temporal database","score":0.4103263318538666},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.1964195966720581},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.08285346627235413}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.757876455783844},{"id":"https://openalex.org/C21001229","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather forecasting","level":2,"score":0.4874906539916992},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4685906767845154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45256876945495605},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4465383291244507},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.44015103578567505},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.4103263318538666},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.1964195966720581},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.08285346627235413},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2888585","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2888585","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08581423.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d9111e8702c4441ba0dfad943372f074","is_oa":true,"landing_page_url":"https://doaj.org/article/d9111e8702c4441ba0dfad943372f074","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 7691-7701 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2888585","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2888585","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08581423.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.7300000190734863,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G1458113973","display_name":null,"funder_award_id":"370270","funder_id":"https://openalex.org/F4320308963","funder_display_name":"Oak Ridge Associated Universities"},{"id":"https://openalex.org/G5489655130","display_name":null,"funder_award_id":"1650551","funder_id":"https://openalex.org/F4320337388","funder_display_name":"Division of Computer and Network Systems"}],"funders":[{"id":"https://openalex.org/F4320308963","display_name":"Oak Ridge Associated Universities","ror":"https://ror.org/0526p1y61"},{"id":"https://openalex.org/F4320337388","display_name":"Division of Computer and Network Systems","ror":"https://ror.org/02rdzmk74"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2953101261.pdf","grobid_xml":"https://content.openalex.org/works/W2953101261.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W1484413656","https://openalex.org/W1485009520","https://openalex.org/W1513151616","https://openalex.org/W1535810436","https://openalex.org/W1662955229","https://openalex.org/W1904984601","https://openalex.org/W1971129545","https://openalex.org/W1978827654","https://openalex.org/W1995205965","https://openalex.org/W2004353783","https://openalex.org/W2031681158","https://openalex.org/W2036629000","https://openalex.org/W2039487799","https://openalex.org/W2040476714","https://openalex.org/W2051066849","https://openalex.org/W2064675550","https://openalex.org/W2069278553","https://openalex.org/W2074399085","https://openalex.org/W2074840499","https://openalex.org/W2079105722","https://openalex.org/W2079635032","https://openalex.org/W2087163155","https://openalex.org/W2094149843","https://openalex.org/W2100253428","https://openalex.org/W2103900801","https://openalex.org/W2107878631","https://openalex.org/W2114890800","https://openalex.org/W2117239687","https://openalex.org/W2119615570","https://openalex.org/W2139643914","https://openalex.org/W2142176189","https://openalex.org/W2142941324","https://openalex.org/W2143469080","https://openalex.org/W2143612262","https://openalex.org/W2146948188","https://openalex.org/W2147194983","https://openalex.org/W2150657679","https://openalex.org/W2161728228","https://openalex.org/W2163582568","https://openalex.org/W2252436850","https://openalex.org/W2271840356","https://openalex.org/W2282821441","https://openalex.org/W2290494549","https://openalex.org/W2293634267","https://openalex.org/W2486241280","https://openalex.org/W2610490986","https://openalex.org/W2963078493","https://openalex.org/W2964335273","https://openalex.org/W3126042888","https://openalex.org/W4242702158","https://openalex.org/W4299429830","https://openalex.org/W4302331569","https://openalex.org/W6628750762","https://openalex.org/W6628877408","https://openalex.org/W6696934422"],"related_works":["https://openalex.org/W2547829566","https://openalex.org/W2050347474","https://openalex.org/W2541259009","https://openalex.org/W638142098","https://openalex.org/W1975124777","https://openalex.org/W2019425806","https://openalex.org/W2991945580","https://openalex.org/W146849528","https://openalex.org/W2039116363","https://openalex.org/W2770969759"],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2,43,97],"novel":[3,19],"data-driven":[4,106],"machine":[5],"learning":[6],"method":[7,23,32,84],"using":[8,77,104],"long":[9],"short-term":[10],"memory":[11],"(LSTM)-based":[12],"multi-stage":[13],"forecasting":[14,92,107],"for":[15],"influenza":[16,91,120],"forecasting.":[17,121],"The":[18,68,94],"aspects":[20],"of":[21,30,38,49,102,113],"the":[22,25,28,35,47,54,88,105,111],"include":[24],"following:":[26],"1)":[27],"introduction":[29],"LSTM":[31],"to":[33,45,118],"capture":[34,46],"temporal":[36],"dynamics":[37],"seasonal":[39],"flu":[40],"and":[41,57,65,109,115],"2)":[42],"technique":[44],"influence":[48,112],"external":[50],"variables":[51,59],"that":[52],"includes":[53],"geographical":[55],"proximity":[56],"climatic":[58],"such":[60],"as":[61],"humidity,":[62],"temperature,":[63],"precipitation,":[64],"sun":[66],"exposure.":[67],"proposed":[69,83],"model":[70],"is":[71],"compared":[72],"against":[73],"two":[74,78],"state-of-the-art":[75],"techniques":[76],"publicly":[79],"available":[80],"datasets.":[81],"Our":[82],"performs":[85],"better":[86],"than":[87],"existing":[89],"well-known":[90],"methods.":[93],"results":[95],"offer":[96],"promising":[98],"direction":[99],"in":[100],"terms":[101],"both":[103],"methods":[108],"capturing":[110],"spatio-temporal":[114],"environmental":[116],"factors":[117],"improve":[119]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":35},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
