{"id":"https://openalex.org/W3184339106","doi":"https://doi.org/10.1145/3529757","title":"A Survey on Data-driven Software Vulnerability Assessment and Prioritization","display_name":"A Survey on Data-driven Software Vulnerability Assessment and Prioritization","publication_year":2022,"publication_date":"2022-04-19","ids":{"openalex":"https://openalex.org/W3184339106","doi":"https://doi.org/10.1145/3529757","mag":"3184339106"},"language":"en","primary_location":{"id":"doi:10.1145/3529757","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3529757","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2107.08364","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017801401","display_name":"Triet Huynh Minh Le","orcid":"https://orcid.org/0000-0003-1935-037X"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The 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":"Triet H. M. Le","raw_affiliation_strings":["CREST - The Centre for Research on Engineering Software Technologies, The University of Adelaide Adelaide, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1935-037X","affiliations":[{"raw_affiliation_string":"CREST - The Centre for Research on Engineering Software Technologies, The University of Adelaide Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101987301","display_name":"Huaming Chen","orcid":"https://orcid.org/0000-0001-5678-472X"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The 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":"Huaming Chen","raw_affiliation_strings":["CREST - The Centre for Research on Engineering Software Technologies, The University of Adelaide Adelaide, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5678-472X","affiliations":[{"raw_affiliation_string":"CREST - The Centre for Research on Engineering Software Technologies, The University of Adelaide Adelaide, Australia","institution_ids":["https://openalex.org/I5681781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103075476","display_name":"Muhammad Ali Babar","orcid":"https://orcid.org/0000-0001-9696-3626"},"institutions":[{"id":"https://openalex.org/I5681781","display_name":"The 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":"M. Ali Babar","raw_affiliation_strings":["CREST - The Centre for Research on Engineering Software Technologies, The University of Adelaide Adelaide, Australia and Cyber Security Cooperative Research Centre, Australia"],"raw_orcid":"https://orcid.org/0000-0001-9696-3626","affiliations":[{"raw_affiliation_string":"CREST - The Centre for Research on Engineering Software Technologies, The University of Adelaide Adelaide, Australia and Cyber Security Cooperative Research Centre, Australia","institution_ids":["https://openalex.org/I5681781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5681781"],"apc_list":null,"apc_paid":null,"fwci":26.5805,"has_fulltext":false,"cited_by_count":102,"citation_normalized_percentile":{"value":0.9964208,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"55","issue":"5","first_page":"1","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9991999864578247,"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"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9991999864578247,"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"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9965000152587891,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/prioritization","display_name":"Prioritization","score":0.8331372141838074},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8174502849578857},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.5586519837379456},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5437142252922058},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5152249932289124},{"id":"https://openalex.org/keywords/vulnerability-assessment","display_name":"Vulnerability assessment","score":0.4960571229457855},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.35153496265411377},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3336651921272278},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.27343475818634033},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.15083667635917664},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06655323505401611}],"concepts":[{"id":"https://openalex.org/C2777615720","wikidata":"https://www.wikidata.org/wiki/Q11888847","display_name":"Prioritization","level":2,"score":0.8331372141838074},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8174502849578857},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.5586519837379456},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5437142252922058},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5152249932289124},{"id":"https://openalex.org/C167063184","wikidata":"https://www.wikidata.org/wiki/Q1400839","display_name":"Vulnerability assessment","level":3,"score":0.4960571229457855},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.35153496265411377},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3336651921272278},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.27343475818634033},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.15083667635917664},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06655323505401611},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C137176749","wikidata":"https://www.wikidata.org/wiki/Q4105337","display_name":"Psychological resilience","level":2,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3529757","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3529757","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2107.08364","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2107.08364","pdf_url":"https://arxiv.org/pdf/2107.08364","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2107.08364","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2107.08364","pdf_url":"https://arxiv.org/pdf/2107.08364","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":232,"referenced_works":["https://openalex.org/W643044259","https://openalex.org/W855528594","https://openalex.org/W1542856841","https://openalex.org/W1554944419","https://openalex.org/W1566289585","https://openalex.org/W1590752147","https://openalex.org/W1632114991","https://openalex.org/W1700449338","https://openalex.org/W1707806712","https://openalex.org/W1818897895","https://openalex.org/W1832693441","https://openalex.org/W1880262756","https://openalex.org/W1971733255","https://openalex.org/W1986222079","https://openalex.org/W1990517717","https://openalex.org/W2002750511","https://openalex.org/W2003315002","https://openalex.org/W2004228899","https://openalex.org/W2027216454","https://openalex.org/W2042950500","https://openalex.org/W2047468043","https://openalex.org/W2052029850","https://openalex.org/W2064675550","https://openalex.org/W2064853889","https://openalex.org/W2065598226","https://openalex.org/W2069090548","https://openalex.org/W2075817024","https://openalex.org/W2077937403","https://openalex.org/W2089468765","https://openalex.org/W2092483417","https://openalex.org/W2096765155","https://openalex.org/W2098062695","https://openalex.org/W2101726875","https://openalex.org/W2103458796","https://openalex.org/W2111935653","https://openalex.org/W2113864883","https://openalex.org/W2115348994","https://openalex.org/W2119821739","https://openalex.org/W2129586531","https://openalex.org/W2131744502","https://openalex.org/W2133564696","https://openalex.org/W2151849342","https://openalex.org/W2153579005","https://openalex.org/W2155617465","https://openalex.org/W2160218441","https://openalex.org/W2164577291","https://openalex.org/W2165698076","https://openalex.org/W2167101736","https://openalex.org/W2170240176","https://openalex.org/W2223652430","https://openalex.org/W2241929320","https://openalex.org/W2265846598","https://openalex.org/W2289443514","https://openalex.org/W2294287296","https://openalex.org/W2294973055","https://openalex.org/W2295598076","https://openalex.org/W2297419069","https://openalex.org/W2486009918","https://openalex.org/W2493916176","https://openalex.org/W2509308811","https://openalex.org/W2515236103","https://openalex.org/W2519887557","https://openalex.org/W2520488855","https://openalex.org/W2538706977","https://openalex.org/W2559588458","https://openalex.org/W2570094557","https://openalex.org/W2591512809","https://openalex.org/W2599482629","https://openalex.org/W2603292144","https://openalex.org/W2604520065","https://openalex.org/W2610516239","https://openalex.org/W2748690817","https://openalex.org/W2759256403","https://openalex.org/W2767521898","https://openalex.org/W2768348081","https://openalex.org/W2771090858","https://openalex.org/W2774398706","https://openalex.org/W2775532270","https://openalex.org/W2781021471","https://openalex.org/W2783675734","https://openalex.org/W2787410805","https://openalex.org/W2787560479","https://openalex.org/W2787894218","https://openalex.org/W2791673752","https://openalex.org/W2794016958","https://openalex.org/W2794283311","https://openalex.org/W2795990847","https://openalex.org/W2807143630","https://openalex.org/W2884293495","https://openalex.org/W2887030713","https://openalex.org/W2888940240","https://openalex.org/W2890264517","https://openalex.org/W2890914939","https://openalex.org/W2892195839","https://openalex.org/W2896457183","https://openalex.org/W2902240649","https://openalex.org/W2905097561","https://openalex.org/W2911255072","https://openalex.org/W2913107170","https://openalex.org/W2914982603","https://openalex.org/W2919115771","https://openalex.org/W2919283721","https://openalex.org/W2920420505","https://openalex.org/W2938063707","https://openalex.org/W2946254251","https://openalex.org/W2948226814","https://openalex.org/W2949135188","https://openalex.org/W2950133940","https://openalex.org/W2953482317","https://openalex.org/W2954093663","https://openalex.org/W2955232136","https://openalex.org/W2962911862","https://openalex.org/W2962960733","https://openalex.org/W2963012544","https://openalex.org/W2963341956","https://openalex.org/W2963980822","https://openalex.org/W2964015378","https://openalex.org/W2964308564","https://openalex.org/W2964738734","https://openalex.org/W2965861627","https://openalex.org/W2965876165","https://openalex.org/W2966451849","https://openalex.org/W2967263059","https://openalex.org/W2969565522","https://openalex.org/W2970433196","https://openalex.org/W2970612059","https://openalex.org/W2970641574","https://openalex.org/W2976184969","https://openalex.org/W2977587678","https://openalex.org/W2980390258","https://openalex.org/W2981018312","https://openalex.org/W2982413960","https://openalex.org/W2984353870","https://openalex.org/W2987516320","https://openalex.org/W2994281666","https://openalex.org/W2996740343","https://openalex.org/W3000208506","https://openalex.org/W3000491015","https://openalex.org/W3001965384","https://openalex.org/W3004306898","https://openalex.org/W3004437357","https://openalex.org/W3006091248","https://openalex.org/W3009517030","https://openalex.org/W3012878901","https://openalex.org/W3020150676","https://openalex.org/W3020862983","https://openalex.org/W3024394410","https://openalex.org/W3029879311","https://openalex.org/W3033777149","https://openalex.org/W3034942609","https://openalex.org/W3037826211","https://openalex.org/W3037874620","https://openalex.org/W3038101014","https://openalex.org/W3039175093","https://openalex.org/W3039245527","https://openalex.org/W3041550943","https://openalex.org/W3043970365","https://openalex.org/W3047326088","https://openalex.org/W3080878745","https://openalex.org/W3081645884","https://openalex.org/W3084558590","https://openalex.org/W3085047896","https://openalex.org/W3089012561","https://openalex.org/W3090988470","https://openalex.org/W3091102523","https://openalex.org/W3092638557","https://openalex.org/W3093266389","https://openalex.org/W3093734859","https://openalex.org/W3096425977","https://openalex.org/W3097867666","https://openalex.org/W3098331498","https://openalex.org/W3099050995","https://openalex.org/W3101096612","https://openalex.org/W3102476541","https://openalex.org/W3102673518","https://openalex.org/W3104849875","https://openalex.org/W3105037104","https://openalex.org/W3106429669","https://openalex.org/W3106768002","https://openalex.org/W3107676683","https://openalex.org/W3107698292","https://openalex.org/W3108563174","https://openalex.org/W3113685809","https://openalex.org/W3117379604","https://openalex.org/W3121059325","https://openalex.org/W3124548453","https://openalex.org/W3126095862","https://openalex.org/W3126731421","https://openalex.org/W3128039057","https://openalex.org/W3128940659","https://openalex.org/W3131273506","https://openalex.org/W3131737144","https://openalex.org/W3134763859","https://openalex.org/W3134770171","https://openalex.org/W3136969503","https://openalex.org/W3137480023","https://openalex.org/W3141797743","https://openalex.org/W3156556445","https://openalex.org/W3161804663","https://openalex.org/W3163672235","https://openalex.org/W3163963286","https://openalex.org/W3171557651","https://openalex.org/W3176465319","https://openalex.org/W3176717822","https://openalex.org/W3177413187","https://openalex.org/W3194346579","https://openalex.org/W3194668998","https://openalex.org/W3204616723","https://openalex.org/W4210443011","https://openalex.org/W4221157551","https://openalex.org/W4231510805","https://openalex.org/W4234367654","https://openalex.org/W4235786516","https://openalex.org/W4239510810","https://openalex.org/W4285051903","https://openalex.org/W4285719527","https://openalex.org/W4287565984","https://openalex.org/W4287751558","https://openalex.org/W4288253152","https://openalex.org/W4288263078","https://openalex.org/W4289293306","https://openalex.org/W4294170691","https://openalex.org/W4297734170","https://openalex.org/W4298343401","https://openalex.org/W4302617179","https://openalex.org/W4315700243","https://openalex.org/W4376163424","https://openalex.org/W6742058293","https://openalex.org/W6766198657","https://openalex.org/W6776064858","https://openalex.org/W6788084180","https://openalex.org/W6802797615"],"related_works":["https://openalex.org/W1883246888","https://openalex.org/W2370114625","https://openalex.org/W2947584067","https://openalex.org/W2062873522","https://openalex.org/W3118510577","https://openalex.org/W3157230915","https://openalex.org/W1756374135","https://openalex.org/W4390540899","https://openalex.org/W2789975780","https://openalex.org/W2007895524"],"abstract_inverted_index":{"Software":[0],"Vulnerabilities":[1],"(SVs)":[2],"are":[3],"increasing":[4],"in":[5,21,41],"complexity":[6],"and":[7,25,45,52,59,75,84,92],"scale,":[8],"posing":[9],"great":[10],"security":[11],"risks":[12],"to":[13,61,96],"many":[14],"software":[15],"systems.":[16],"Given":[17],"the":[18,62,71,77,89],"limited":[19],"resources":[20],"practice,":[22],"SV":[23,31,37,42,57,82],"assessment":[24,58,83],"prioritization":[26,60],"help":[27],"practitioners":[28],"devise":[29],"optimal":[30],"mitigation":[32],"plans":[33],"based":[34],"on":[35],"various":[36],"characteristics.":[38],"The":[39],"surges":[40],"data":[43],"sources":[44],"data-driven":[46,81],"techniques":[47],"such":[48,98],"as":[49],"Machine":[50],"Learning":[51,54],"Deep":[53],"have":[55],"taken":[56],"next":[63],"level.":[64],"Our":[65],"survey":[66],"provides":[67],"a":[68],"taxonomy":[69],"of":[70],"past":[72],"research":[73],"efforts":[74],"highlights":[76],"best":[78],"practices":[79],"for":[80],"prioritization.":[85],"We":[86],"also":[87],"discuss":[88],"current":[90],"limitations":[91],"propose":[93],"potential":[94],"solutions":[95],"address":[97],"issues.":[99]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}