{"id":"https://openalex.org/W3119536152","doi":"https://doi.org/10.1109/ssci47803.2020.9308612","title":"A Multi-Armed Bandit Strategy for Countermeasure Selection","display_name":"A Multi-Armed Bandit Strategy for Countermeasure Selection","publication_year":2020,"publication_date":"2020-12-01","ids":{"openalex":"https://openalex.org/W3119536152","doi":"https://doi.org/10.1109/ssci47803.2020.9308612","mag":"3119536152"},"language":"en","primary_location":{"id":"doi:10.1109/ssci47803.2020.9308612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci47803.2020.9308612","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Symposium Series on Computational Intelligence (SSCI)","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/A5042182836","display_name":"Madeleine Cochrane","orcid":"https://orcid.org/0000-0002-0986-322X"},"institutions":[{"id":"https://openalex.org/I1303474014","display_name":"Defence Science and Technology Group","ror":"https://ror.org/05ddrvt52","country_code":"AU","type":"government","lineage":["https://openalex.org/I1303474014","https://openalex.org/I2801453606","https://openalex.org/I3139952251"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Madeleine Cochrane","raw_affiliation_strings":["Defence Science and Technology Group, Edinburgh, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Defence Science and Technology Group, Edinburgh, SA, Australia","institution_ids":["https://openalex.org/I1303474014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068978340","display_name":"Robert Hunjet","orcid":"https://orcid.org/0000-0001-7345-6082"},"institutions":[{"id":"https://openalex.org/I1303474014","display_name":"Defence Science and Technology Group","ror":"https://ror.org/05ddrvt52","country_code":"AU","type":"government","lineage":["https://openalex.org/I1303474014","https://openalex.org/I2801453606","https://openalex.org/I3139952251"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Robert Hunjet","raw_affiliation_strings":["Defence Science and Technology Group, Edinburgh, SA, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Defence Science and Technology Group, Edinburgh, SA, Australia","institution_ids":["https://openalex.org/I1303474014"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3718,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68311688,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"1","issue":null,"first_page":"2510","last_page":"2515"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":1.0,"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":1.0,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9958000183105469,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9869999885559082,"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/countermeasure","display_name":"Countermeasure","score":0.8196139335632324},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"Greedy algorithm","score":0.7513482570648193},{"id":"https://openalex.org/keywords/battlefield","display_name":"Battlefield","score":0.7043001651763916},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.6912415623664856},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.69074547290802},{"id":"https://openalex.org/keywords/survivability","display_name":"Survivability","score":0.5974987149238586},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5868831276893616},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4544660151004791},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3487534523010254},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32157275080680847},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22118225693702698},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1760806143283844},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.11807399988174438},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11095800995826721}],"concepts":[{"id":"https://openalex.org/C21593369","wikidata":"https://www.wikidata.org/wiki/Q1032176","display_name":"Countermeasure","level":2,"score":0.8196139335632324},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.7513482570648193},{"id":"https://openalex.org/C2779669469","wikidata":"https://www.wikidata.org/wiki/Q4895508","display_name":"Battlefield","level":2,"score":0.7043001651763916},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.6912415623664856},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.69074547290802},{"id":"https://openalex.org/C2781133158","wikidata":"https://www.wikidata.org/wiki/Q1088669","display_name":"Survivability","level":2,"score":0.5974987149238586},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5868831276893616},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4544660151004791},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3487534523010254},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32157275080680847},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22118225693702698},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1760806143283844},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.11807399988174438},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11095800995826721},{"id":"https://openalex.org/C195244886","wikidata":"https://www.wikidata.org/wiki/Q41493","display_name":"Ancient history","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssci47803.2020.9308612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci47803.2020.9308612","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1998498767","https://openalex.org/W2049934117","https://openalex.org/W2077902449","https://openalex.org/W2110005947","https://openalex.org/W2116067849","https://openalex.org/W2168405694","https://openalex.org/W2187642949","https://openalex.org/W2222512263","https://openalex.org/W2463525493","https://openalex.org/W2950929549","https://openalex.org/W3035291804","https://openalex.org/W3037207827","https://openalex.org/W6663131716","https://openalex.org/W6686925467"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W1531601525","https://openalex.org/W2387494004"],"abstract_inverted_index":{"Swarms":[0],"of":[1,32,36,55,76,94,107,116,119,148],"unmanned":[2],"aerial":[3],"systems":[4],"may":[5,19],"pose":[6],"a":[7,33,61,95,109],"threat":[8],"to":[9,24,45,68,71,91,133],"soldiers":[10],"on":[11],"the":[12,15,30,47,53,56,92,101,104,117,121,128,136,142],"battlefield":[13],"in":[14,29,81,145],"future.":[16],"Land":[17],"vehicles":[18],"be":[20,40],"armed":[21,138],"with":[22,103,112],"countermeasures":[23,48,70],"counter":[25],"these":[26],"attacks,":[27],"but":[28],"presence":[31],"large":[34],"number":[35],"threats":[37],"it":[38],"will":[39],"difficult":[41],"for":[42,51],"human":[43,72],"operators":[44],"select":[46],"best":[49],"suited":[50],"maximising":[52],"survivability":[54],"vehicle.":[57],"This":[58],"paper":[59],"presents":[60],"novel":[62],"algorithm":[63,78,98],"using":[64],"multi-armed":[65,122],"bandit":[66,123,139],"strategies":[67],"recommend":[69],"operators.":[73],"The":[74,87],"performance":[75,93],"this":[77],"is":[79],"evaluated":[80],"simulation":[82],"across":[83],"randomly":[84],"generated":[85],"scenarios.":[86],"results":[88],"are":[89],"compared":[90],"baseline":[96],"greedy":[97,129,143],"that":[99],"selects":[100],"countermeasure":[102],"highest":[105],"probability":[106],"hitting":[108],"threat.":[110],"Even":[111],"limited":[113],"prior":[114],"knowledge":[115],"probabilities":[118],"hits,":[120],"approach":[124,140],"performs":[125],"competitively":[126],"against":[127],"algorithm.":[130],"With":[131],"access":[132],"equivalent":[134],"information,":[135],"multi":[137],"outperforms":[141],"method":[144],"over":[146],"65%":[147],"tests.":[149]},"counts_by_year":[{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}