{"id":"https://openalex.org/W3205670526","doi":"https://doi.org/10.1109/cibcb49929.2021.9562789","title":"Leveraging Neural Networks in Malaria Control","display_name":"Leveraging Neural Networks in Malaria Control","publication_year":2021,"publication_date":"2021-10-13","ids":{"openalex":"https://openalex.org/W3205670526","doi":"https://doi.org/10.1109/cibcb49929.2021.9562789","mag":"3205670526"},"language":"en","primary_location":{"id":"doi:10.1109/cibcb49929.2021.9562789","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cibcb49929.2021.9562789","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB)","raw_type":"proceedings-article"},"type":"article","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/A5009419437","display_name":"Joseph Livesey","orcid":null},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Joseph Livesey","raw_affiliation_strings":["University of Liverpool,Liverpool,UK","University of Liverpool, Liverpool, UK"],"affiliations":[{"raw_affiliation_string":"University of Liverpool,Liverpool,UK","institution_ids":["https://openalex.org/I146655781"]},{"raw_affiliation_string":"University of Liverpool, Liverpool, UK","institution_ids":["https://openalex.org/I146655781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001234060","display_name":"Dominik Wojtczak","orcid":"https://orcid.org/0000-0001-5560-0546"},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dominik Wojtczak","raw_affiliation_strings":["University of Liverpool,Liverpool,UK","University of Liverpool, Liverpool, UK"],"affiliations":[{"raw_affiliation_string":"University of Liverpool,Liverpool,UK","institution_ids":["https://openalex.org/I146655781"]},{"raw_affiliation_string":"University of Liverpool, Liverpool, UK","institution_ids":["https://openalex.org/I146655781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5009419437"],"corresponding_institution_ids":["https://openalex.org/I146655781"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14621255,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"3","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9868999719619751,"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/T10320","display_name":"Neural Networks and Applications","score":0.9868999719619751,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9514999985694885,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9412000179290771,"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/overfitting","display_name":"Overfitting","score":0.8944677114486694},{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.8436622619628906},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7213716506958008},{"id":"https://openalex.org/keywords/malaria","display_name":"Malaria","score":0.7050266265869141},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6870377063751221},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6229607462882996},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5980820655822754},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5427995920181274},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4501854181289673},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.43875420093536377}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.8944677114486694},{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.8436622619628906},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7213716506958008},{"id":"https://openalex.org/C2778048844","wikidata":"https://www.wikidata.org/wiki/Q12156","display_name":"Malaria","level":2,"score":0.7050266265869141},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6870377063751221},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6229607462882996},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5980820655822754},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5427995920181274},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4501854181289673},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.43875420093536377},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cibcb49929.2021.9562789","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cibcb49929.2021.9562789","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1490892317","https://openalex.org/W1601795611","https://openalex.org/W1663973292","https://openalex.org/W1966349387","https://openalex.org/W2095705004","https://openalex.org/W2136142198","https://openalex.org/W2166086928","https://openalex.org/W2318502288","https://openalex.org/W2320584281","https://openalex.org/W2928562402","https://openalex.org/W2946899562","https://openalex.org/W2997458830","https://openalex.org/W3120155159","https://openalex.org/W3132149587","https://openalex.org/W3136218991","https://openalex.org/W6674330103","https://openalex.org/W6699590210"],"related_works":["https://openalex.org/W4298017035","https://openalex.org/W3128220493","https://openalex.org/W2792147139","https://openalex.org/W4226354336","https://openalex.org/W3110700750","https://openalex.org/W2998675825","https://openalex.org/W4394636190","https://openalex.org/W2736804899","https://openalex.org/W2897443685","https://openalex.org/W4307654087"],"abstract_inverted_index":{"In":[0],"this":[1,35,82],"paper":[2],"we":[3],"build":[4],"a":[5,15,58,69],"neural":[6,31,98],"network":[7,32,48,99],"model":[8,60],"to":[9,57,68,100,113,116],"predict":[10,101],"prevalence":[11],"of":[12,26,75,90,104],"malaria":[13,106,130],"for":[14,34,124],"given":[16,108],"geographic":[17],"location":[18],"and":[19,43,54],"year.":[20],"We":[21,37,92],"report":[22],"on":[23],"our":[24],"experience":[25],"building":[27],"the":[28,47,73,76,79,88,95,102,125],"most":[29],"suitable":[30],"architecture":[33],"problem.":[36],"show":[38],"that":[39,81],"both":[40],"utilizing":[41],"dropout":[42],"Adam":[44],"optimizer":[45],"in":[46,72,87,129],"training":[49],"process":[50],"is":[51,83],"very":[52],"effective":[53],"can":[55,111],"lead":[56],"precise":[59],"without":[61],"overfitting":[62],"issues.":[63],"Incorporating":[64],"rainfall":[65],"data":[66],"leads":[67],"significant":[70],"improvement":[71],"precision":[74],"model,":[77],"highlighting":[78],"fact":[80],"an":[84],"important":[85],"factor":[86],"spread":[89],"malaria.":[91],"then":[93],"utilize":[94],"selected":[96],"best":[97],"outcome":[103],"eradicating":[105],"at":[107],"locations.":[109],"This":[110],"help":[112],"decide":[114],"where":[115],"use":[117],"limited":[118],"resources,":[119],"like":[120],"vaccines":[121],"or":[122],"insecticides,":[123],"largest":[126],"possible":[127],"impact":[128],"control.":[131]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
