{"id":"https://openalex.org/W2047323027","doi":"https://doi.org/10.1109/isda.2012.6416624","title":"Generic feature selection measure for botnet malware detection","display_name":"Generic feature selection measure for botnet malware detection","publication_year":2012,"publication_date":"2012-11-01","ids":{"openalex":"https://openalex.org/W2047323027","doi":"https://doi.org/10.1109/isda.2012.6416624","mag":"2047323027"},"language":"en","primary_location":{"id":"doi:10.1109/isda.2012.6416624","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isda.2012.6416624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 12th International Conference on Intelligent Systems Design and Applications (ISDA)","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/A5034245072","display_name":"Peter Ekstrand Berg","orcid":null},"institutions":[{"id":"https://openalex.org/I4210127026","display_name":"Ko-Aks (Norway)","ror":"https://ror.org/036jhyh48","country_code":"NO","type":"company","lineage":["https://openalex.org/I4210127026"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Peter Ekstrand Berg","raw_affiliation_strings":["NISLaboratory, Department of Computer Science and Media Technology, Gj\u00d8vik University College, GjOvik, Norway","NISlab, Department of Computer Science and Media Technology, Gj\u00f6vik University College, P.O. box 191, N-2802, Norway"],"affiliations":[{"raw_affiliation_string":"NISLaboratory, Department of Computer Science and Media Technology, Gj\u00d8vik University College, GjOvik, Norway","institution_ids":[]},{"raw_affiliation_string":"NISlab, Department of Computer Science and Media Technology, Gj\u00f6vik University College, P.O. box 191, N-2802, Norway","institution_ids":["https://openalex.org/I4210127026"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028698767","display_name":"Katrin Franke","orcid":"https://orcid.org/0000-0002-4899-9410"},"institutions":[{"id":"https://openalex.org/I4210127026","display_name":"Ko-Aks (Norway)","ror":"https://ror.org/036jhyh48","country_code":"NO","type":"company","lineage":["https://openalex.org/I4210127026"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Katrin Franke","raw_affiliation_strings":["NISLaboratory, Department of Computer Science and Media Technology, Gj\u00d8vik University College, GjOvik, Norway","NISlab, Department of Computer Science and Media Technology, Gj\u00f6vik University College, P.O. box 191, N-2802, Norway"],"affiliations":[{"raw_affiliation_string":"NISLaboratory, Department of Computer Science and Media Technology, Gj\u00d8vik University College, GjOvik, Norway","institution_ids":[]},{"raw_affiliation_string":"NISlab, Department of Computer Science and Media Technology, Gj\u00f6vik University College, P.O. box 191, N-2802, Norway","institution_ids":["https://openalex.org/I4210127026"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000245484","display_name":"Nguy\u1ec5n Thanh H\u1ea3i","orcid":"https://orcid.org/0000-0003-3270-6975"},"institutions":[{"id":"https://openalex.org/I4210127026","display_name":"Ko-Aks (Norway)","ror":"https://ror.org/036jhyh48","country_code":"NO","type":"company","lineage":["https://openalex.org/I4210127026"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Hai Thanh Nguyen","raw_affiliation_strings":["NISLaboratory, Department of Computer Science and Media Technology, Gj\u00d8vik University College, GjOvik, Norway","NISlab, Department of Computer Science and Media Technology, Gj\u00f6vik University College, P.O. box 191, N-2802, Norway"],"affiliations":[{"raw_affiliation_string":"NISLaboratory, Department of Computer Science and Media Technology, Gj\u00d8vik University College, GjOvik, Norway","institution_ids":[]},{"raw_affiliation_string":"NISlab, Department of Computer Science and Media Technology, Gj\u00f6vik University College, P.O. box 191, N-2802, Norway","institution_ids":["https://openalex.org/I4210127026"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034245072"],"corresponding_institution_ids":["https://openalex.org/I4210127026"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.12670352,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"711","last_page":"717"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9940999746322632,"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/botnet","display_name":"Botnet","score":0.9583165645599365},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.8925836086273193},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7914777994155884},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7757388949394226},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6629330515861511},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6471519470214844},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6033691763877869},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.5790756940841675},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5050483345985413},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4965127110481262},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4594894051551819},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4448167681694031},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.4171024560928345},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40747109055519104},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12124550342559814},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07701095938682556}],"concepts":[{"id":"https://openalex.org/C22735295","wikidata":"https://www.wikidata.org/wiki/Q317671","display_name":"Botnet","level":3,"score":0.9583165645599365},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8925836086273193},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7914777994155884},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7757388949394226},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6629330515861511},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6471519470214844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6033691763877869},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.5790756940841675},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5050483345985413},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4965127110481262},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4594894051551819},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4448167681694031},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.4171024560928345},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40747109055519104},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12124550342559814},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07701095938682556},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isda.2012.6416624","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isda.2012.6416624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 12th International Conference on Intelligent Systems Design and Applications (ISDA)","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":22,"referenced_works":["https://openalex.org/W140777655","https://openalex.org/W157193387","https://openalex.org/W598294359","https://openalex.org/W1495061682","https://openalex.org/W1581009051","https://openalex.org/W1922017469","https://openalex.org/W2009121606","https://openalex.org/W2041130390","https://openalex.org/W2065339563","https://openalex.org/W2085807744","https://openalex.org/W2100307718","https://openalex.org/W2111038628","https://openalex.org/W2113122507","https://openalex.org/W2150795982","https://openalex.org/W2152442131","https://openalex.org/W2154053567","https://openalex.org/W2235134204","https://openalex.org/W4244494905","https://openalex.org/W6606415979","https://openalex.org/W6635142148","https://openalex.org/W6640061767","https://openalex.org/W6666744930"],"related_works":["https://openalex.org/W2294483539","https://openalex.org/W2378449000","https://openalex.org/W3187581118","https://openalex.org/W2938399969","https://openalex.org/W3143747655","https://openalex.org/W2002178493","https://openalex.org/W2901835651","https://openalex.org/W2929621094","https://openalex.org/W1996006176","https://openalex.org/W4285325964"],"abstract_inverted_index":{"Feature":[0],"selection":[1,112],"for":[2,96],"botnet":[3,29,115],"malware":[4,116],"detection":[5,132],"is":[6,24,38],"an":[7],"important":[8],"task.":[9],"In":[10],"this":[11],"paper,":[12],"we":[13,31,88,142],"study":[14],"the":[15,35,47,59,71,93,110,118,121,131,152,163,167,170],"recently":[16],"proposed":[17],"Generic-Feature-Selection":[18],"(GeFS)":[19],"measure":[20,95,101,165],"[18].":[21],"Since":[22],"there":[23],"no":[25],"benchmark":[26],"dataset":[27,36,61],"of":[28,74,82,92,146],"malware,":[30],"conduct":[32],"experiments":[33,139],"on":[34],"that":[37,141],"generated":[39,60],"by":[40,173],"using":[41],"public":[42],"available":[43],"tools.":[44],"We":[45,69,124],"utilize":[46],"static":[48],"and":[49,62,85,120,134,148,169],"dynamic":[50],"approaches":[51],"[24],":[52],"[29],":[53],"[12]":[54],"to":[55,63,78,129],"extract":[56],"features":[57,150],"from":[58,151],"produce":[64],"two":[65,106],"separate":[66],"feature":[67,76,97,111],"sets.":[68],"analyze":[70],"statistical":[72],"properties":[73],"these":[75],"sets":[77],"provide":[79],"more":[80,176],"insights":[81],"their":[83],"nature":[84],"quality.":[86],"Subsequently":[87],"determine":[89],"appropriate":[90],"instances":[91],"GeFS":[94,100,164],"selection.":[98],"The":[99,138],"was":[102],"compared":[103],"experimentally":[104],"with":[105],"different":[107,127],"methods":[108,172],"regarding":[109],"capabilities":[113],"in":[114],"detection:":[117],"genetic-algorithm-CFS":[119,168],"best-first-CFS":[122,171],"algorithms.":[123],"use":[125],"five":[126],"classifiers":[128],"test":[130],"rates":[133],"false":[135],"positive":[136],"rates.":[137],"show":[140],"can":[143],"remove":[144],"99.9%":[145],"irrelevant":[147],"redundant":[149,177],"datasets,":[153],"while":[154],"keeping":[155],"or":[156],"yielding":[157],"even":[158],"better":[159],"classification":[160],"performances.":[161],"Moreover,":[162],"outperforms":[166],"removing":[174],"much":[175],"features.":[178]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
