{"id":"https://openalex.org/W3093897686","doi":"https://doi.org/10.1109/tale48000.2019.9225942","title":"Analysis of Learning Modalities Towards Effective Undergraduate Cybersecurity Education Design","display_name":"Analysis of Learning Modalities Towards Effective Undergraduate Cybersecurity Education Design","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3093897686","doi":"https://doi.org/10.1109/tale48000.2019.9225942","mag":"3093897686"},"language":"en","primary_location":{"id":"doi:10.1109/tale48000.2019.9225942","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tale48000.2019.9225942","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Engineering, Technology and Education (TALE)","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/A5089441603","display_name":"Henry Chung-Jen Chao","orcid":null},"institutions":[{"id":"https://openalex.org/I32480017","display_name":"Florida Polytechnic University","ror":"https://ror.org/01e5mdj42","country_code":"US","type":"education","lineage":["https://openalex.org/I32480017"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Henry Chao","raw_affiliation_strings":["Computer Science Department, Florida Polytechnic University, Lakeland, Florida, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Florida Polytechnic University, Lakeland, Florida, USA","institution_ids":["https://openalex.org/I32480017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111042178","display_name":"Benjamin Stark","orcid":null},"institutions":[{"id":"https://openalex.org/I32480017","display_name":"Florida Polytechnic University","ror":"https://ror.org/01e5mdj42","country_code":"US","type":"education","lineage":["https://openalex.org/I32480017"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin Stark","raw_affiliation_strings":["Computer Science Department, Florida Polytechnic University, Lakeland, Florida, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Florida Polytechnic University, Lakeland, Florida, USA","institution_ids":["https://openalex.org/I32480017"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046388085","display_name":"Mohammad Samarah","orcid":null},"institutions":[{"id":"https://openalex.org/I32480017","display_name":"Florida Polytechnic University","ror":"https://ror.org/01e5mdj42","country_code":"US","type":"education","lineage":["https://openalex.org/I32480017"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Samarah","raw_affiliation_strings":["Computer Science Department, Florida Polytechnic University, Lakeland, Florida, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Florida Polytechnic University, Lakeland, Florida, USA","institution_ids":["https://openalex.org/I32480017"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I32480017"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9955000281333923,"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":0.9955000281333923,"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"}},{"id":"https://openalex.org/T10533","display_name":"Teaching and Learning Programming","score":0.9934999942779541,"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"}},{"id":"https://openalex.org/T14025","display_name":"Educational Technology and Assessment","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/modalities","display_name":"Modalities","score":0.8462837934494019},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7466720342636108},{"id":"https://openalex.org/keywords/kinesthetic-learning","display_name":"Kinesthetic learning","score":0.7007662057876587},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.6147454977035522},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.5328351259231567},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.5272045731544495},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.5263734459877014},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4961117208003998},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.4784386456012726},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4055241644382477},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3350403606891632},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3163096606731415},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2759702503681183},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11457210779190063},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.06723621487617493}],"concepts":[{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.8462837934494019},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7466720342636108},{"id":"https://openalex.org/C55457006","wikidata":"https://www.wikidata.org/wiki/Q3647098","display_name":"Kinesthetic learning","level":2,"score":0.7007662057876587},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.6147454977035522},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5328351259231567},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5272045731544495},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.5263734459877014},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4961117208003998},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.4784386456012726},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4055241644382477},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3350403606891632},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3163096606731415},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2759702503681183},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11457210779190063},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.06723621487617493},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tale48000.2019.9225942","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tale48000.2019.9225942","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Engineering, Technology and Education (TALE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8500000238418579}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W202359184","https://openalex.org/W1484815611","https://openalex.org/W1604331748","https://openalex.org/W2057589444","https://openalex.org/W2059514090","https://openalex.org/W2110221456","https://openalex.org/W2138760482","https://openalex.org/W2182055801","https://openalex.org/W2189646513","https://openalex.org/W2306023073","https://openalex.org/W2616877139","https://openalex.org/W2788582223","https://openalex.org/W2963670910","https://openalex.org/W2964237080","https://openalex.org/W6608246117","https://openalex.org/W6680625520","https://openalex.org/W6687434624","https://openalex.org/W6698386084","https://openalex.org/W6738103085"],"related_works":["https://openalex.org/W2026493392","https://openalex.org/W2141324627","https://openalex.org/W2071650735","https://openalex.org/W2980713923","https://openalex.org/W4211221399","https://openalex.org/W4292120746","https://openalex.org/W2997801407","https://openalex.org/W1678727497","https://openalex.org/W2787891533","https://openalex.org/W4400217311"],"abstract_inverted_index":{"Cybersecurity":[0],"education":[1],"is":[2],"a":[3,16],"critical":[4],"component":[5],"of":[6,31,55,76],"today's":[7],"computer":[8],"science":[9],"and":[10,44,78],"IT":[11],"curriculum.":[12],"To":[13],"provide":[14],"for":[15,68,95],"highly":[17],"effective":[18],"cybersecurity":[19,32,39],"education,":[20],"we":[21],"propose":[22],"using":[23],"machine-learning":[24],"techniques":[25,45],"to":[26,36],"identify":[27],"common":[28],"learning":[29,58,90,102],"modalities":[30,80],"students":[33,54,96],"in":[34,72],"order":[35],"optimize":[37],"how":[38],"core":[40],"topics,":[41],"threats,":[42],"tools":[43],"are":[46],"taught.":[47],"We":[48],"test":[49],"various":[50],"hypothesis,":[51],"e.g.":[52],"that":[53,67,88],"selected":[56],"VARK":[57,101],"styles":[59],"will":[60],"outperform":[61],"their":[62,99],"peers.":[63],"The":[64],"results":[65],"indicate":[66],"the":[69,82],"class":[70],"assignments":[71],"our":[73],"study":[74],"preference":[75],"read/write":[77],"kinesthetic":[79],"yielded":[81],"best":[83],"results.":[84],"This":[85],"further":[86],"indicates":[87],"specific":[89],"instruments":[91],"can":[92],"be":[93],"tailored":[94],"based":[97],"on":[98],"individual":[100],"styles.":[103]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}