{"id":"https://openalex.org/W4407467369","doi":"https://doi.org/10.1109/sin63213.2024.10871610","title":"Human-AI Collaboration and Cyber Security Training: Learning Analytics Opportunities and Challenges","display_name":"Human-AI Collaboration and Cyber Security Training: Learning Analytics Opportunities and Challenges","publication_year":2024,"publication_date":"2024-12-02","ids":{"openalex":"https://openalex.org/W4407467369","doi":"https://doi.org/10.1109/sin63213.2024.10871610"},"language":"en","primary_location":{"id":"doi:10.1109/sin63213.2024.10871610","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sin63213.2024.10871610","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Conference on Security of Information and Networks (SIN)","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/A5044246527","display_name":"Kaie Maennel","orcid":"https://orcid.org/0000-0002-3886-9532"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Kaie Maennel","raw_affiliation_strings":["School of Computer and Mathematical Sciences The University of Adelaide,Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer and Mathematical Sciences The University of Adelaide,Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006000047","display_name":"Olaf Maennel","orcid":"https://orcid.org/0000-0002-9621-0787"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"University of Adelaide","ror":"https://ror.org/00892tw58","country_code":"AU","type":"education","lineage":["https://openalex.org/I5681781"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Olaf M Maennel","raw_affiliation_strings":["School of Computer and Mathematical Sciences The University of Adelaide,Adelaide,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer and Mathematical Sciences The University of Adelaide,Adelaide,Australia","institution_ids":["https://openalex.org/I5681781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5044246527"],"corresponding_institution_ids":["https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":1.7158,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.89132702,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"08"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.7444000244140625,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.7444000244140625,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.6522098183631897},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.553309440612793},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5524265170097351},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.5078969597816467},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42092546820640564},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3307432532310486},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.32179710268974304}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6522098183631897},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.553309440612793},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5524265170097351},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.5078969597816467},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42092546820640564},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3307432532310486},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.32179710268974304},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sin63213.2024.10871610","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sin63213.2024.10871610","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Conference on Security of Information and Networks (SIN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2469198578","https://openalex.org/W2491980965","https://openalex.org/W2520384474","https://openalex.org/W2766091935","https://openalex.org/W2899269404","https://openalex.org/W2910239048","https://openalex.org/W2950855680","https://openalex.org/W2954272346","https://openalex.org/W2970712074","https://openalex.org/W2976423760","https://openalex.org/W2994006537","https://openalex.org/W3000021527","https://openalex.org/W3094131647","https://openalex.org/W3120450676","https://openalex.org/W3123397884","https://openalex.org/W3152764592","https://openalex.org/W3160528568","https://openalex.org/W3168265125","https://openalex.org/W3176860094","https://openalex.org/W3203020528","https://openalex.org/W4206838765","https://openalex.org/W4211173470","https://openalex.org/W4234246774","https://openalex.org/W4281896772","https://openalex.org/W4283662697","https://openalex.org/W4293216819","https://openalex.org/W4312749607","https://openalex.org/W4312846613","https://openalex.org/W4320012225","https://openalex.org/W4327791256","https://openalex.org/W4327813705","https://openalex.org/W4362704894","https://openalex.org/W4378192017","https://openalex.org/W4383221470","https://openalex.org/W4386528455","https://openalex.org/W4388229062","https://openalex.org/W4393035858","https://openalex.org/W6704425507","https://openalex.org/W6705969255","https://openalex.org/W6774947031","https://openalex.org/W6852521889","https://openalex.org/W6887972498","https://openalex.org/W6911097140","https://openalex.org/W7047331229"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W2560130217","https://openalex.org/W605203981","https://openalex.org/W4225313275","https://openalex.org/W3097749327"],"abstract_inverted_index":{"Cyber":[0,73],"security":[1,31,74,166,183,206],"is":[2,24,46,97],"becoming":[3],"more":[4],"complex":[5,37],"due":[6],"to":[7,92,191,203],"the":[8,15,36,67,100,111,153,162,170,175,187,196],"exponential":[9],"growth":[10],"of":[11,123,140,164,172,198],"interconnected":[12],"systems":[13],"and":[14,60,71,89,95,113,121,133,136,146,155,159,178,201,211],"global":[16],"threat":[17],"landscape.":[18],"To":[19],"mitigate":[20],"those":[21],"risks,":[22],"there":[23],"a":[25,28,105,137],"need":[26],"for":[27,81,157],"skilled":[29],"cyber":[30,50,62,129,131,165,182,205],"workforce":[32],"that":[33],"can":[34,55],"navigate":[35],"decision-making":[38],"in":[39,99,161,181,186],"rapidly":[40,47],"evolving":[41],"cyberspace.":[42],"Artificial":[43],"intelligence":[44],"(AI)":[45],"adopted":[48],"into":[49],"defence":[51,63],"operations,":[52],"but":[53],"we":[54],"not":[56],"effectively":[57],"train":[58],"human":[59],"AI-assisted":[61],"operators":[64],"without":[65],"understanding":[66],"underlying":[68],"learning":[69,85,142],"theory":[70],"eco-systems.":[72],"exercises":[75],"(CSXs)":[76],"are":[77],"popular":[78],"teaching":[79],"methods":[80,88],"cyber-readiness.":[82],"However,":[83],"applying":[84],"analytics":[86],"(LA)":[87],"AI-based":[90],"approaches":[91],"exercise":[93,144],"design":[94],"implementation":[96],"still":[98],"early":[101],"stages.":[102],"We":[103,150,168,189],"propose":[104],"holistic":[106],"human-AI":[107,124,199],"interaction":[108],"model":[109,117],"within":[110],"LA":[112,134,158,210],"CSX":[114],"context.":[115],"The":[116],"brings":[118],"together":[119],"elements":[120],"processes":[122],"interactions,":[125],"as":[126,128],"well":[127],"ranges,":[130],"security,":[132],"tools,":[135],"wider":[138],"lens":[139,180],"multimodal":[141],"analytics,":[143],"life-cycle,":[145],"overall":[147],"pedagogical":[148],"approach.":[149],"also":[151],"discuss":[152],"opportunities":[154],"challenges":[156],"AI":[160,173,212],"context":[163],"training.":[167],"analyse":[169],"role":[171],"from":[174],"learning,":[176],"instruction,":[177],"administration":[179],"training,":[184],"specifically":[185],"exercises.":[188],"aim":[190],"stimulate":[192],"further":[193],"discussions":[194],"on":[195],"future":[197],"collaboration":[200],"how":[202],"enhance":[204],"training":[207],"with":[208],"novel":[209],"capabilities.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}