{"id":"https://openalex.org/W4200486127","doi":"https://doi.org/10.1109/ictai52525.2021.00115","title":"Detecting Integer Overflow Errors in Java Source Code via Machine Learning","display_name":"Detecting Integer Overflow Errors in Java Source Code via Machine Learning","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200486127","doi":"https://doi.org/10.1109/ictai52525.2021.00115"},"language":"en","primary_location":{"id":"doi:10.1109/ictai52525.2021.00115","doi":"https://doi.org/10.1109/ictai52525.2021.00115","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictai52525.2021.00115","pdf_url":null,"source":{"id":"https://openalex.org/S4210176007","display_name":"IEEE International Conference on Tools with Artificial Intelligence (ICTAI)","issn_l":"1082-3409","issn":["1082-3409","2375-0197"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 33rd International Conference on Tools with Artificial Intelligence (ICTAI)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5056800583","display_name":"Yu Luo","orcid":"https://orcid.org/0000-0003-0434-2916","observed_orcids":["https://orcid.org/0000-0003-0434-2916"]},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu Luo","raw_affiliation_strings":["Computer Science Electrical Engineering, University of Missouri-Kansas City, Kansas City, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Electrical Engineering, University of Missouri-Kansas City, Kansas City, USA","institution_ids":["https://openalex.org/I75421653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031477814","display_name":"Weifeng Xu","orcid":"https://orcid.org/0000-0002-1313-1136","observed_orcids":["https://orcid.org/0000-0002-1313-1136"]},"institutions":[{"id":"https://openalex.org/I6059380","display_name":"University of Baltimore","ror":"https://ror.org/024gw2733","country_code":"US","type":"education","lineage":["https://openalex.org/I6059380"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Weifeng Xu","raw_affiliation_strings":["School of Criminal Justice, The University of Baltimore, Baltimore, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Criminal Justice, The University of Baltimore, Baltimore, USA","institution_ids":["https://openalex.org/I6059380"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080541939","display_name":"Dianxiang Xu","orcid":"https://orcid.org/0000-0003-4529-3540","observed_orcids":["https://orcid.org/0000-0003-4529-3540"]},"institutions":[{"id":"https://openalex.org/I75421653","display_name":"University of Missouri\u2013Kansas City","ror":"https://ror.org/01w0d5g70","country_code":"US","type":"education","lineage":["https://openalex.org/I75421653"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dianxiang Xu","raw_affiliation_strings":["Computer Science Electrical Engineering, University of Missouri-Kansas City, Kansas City, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Electrical Engineering, University of Missouri-Kansas City, Kansas City, USA","institution_ids":["https://openalex.org/I75421653"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0048,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.73943572,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"724","last_page":"728"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.8511000275611877,"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":0.8511000275611877,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.1453000009059906,"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/T11424","display_name":"Security and Verification in Computing","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/integer-overflow","display_name":"integer overflow","score":0.8999999761581421},{"id":"https://openalex.org/keywords/software-defect-detection","display_name":"software defect detection","score":0.5649999976158142},{"id":"https://openalex.org/keywords/java-source-code","display_name":"Java source code","score":0.9610000252723694},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.7350000143051147},{"id":"https://openalex.org/keywords/bert","display_name":"BERT","score":0.7639999985694885},{"id":"https://openalex.org/keywords/fasttext","display_name":"FastText","score":0.949999988079071},{"id":"https://openalex.org/keywords/adversarial-examples","display_name":"adversarial examples","score":0.8870000243186951},{"id":"https://openalex.org/keywords/security-vulnerabilities","display_name":"security vulnerabilities","score":0.4790000021457672},{"id":"https://openalex.org/keywords/text-embeddings","display_name":"text embeddings","score":0.3569999933242798}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7635449171066284},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.7183412909507751},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.6451694965362549},{"id":"https://openalex.org/C97137487","wikidata":"https://www.wikidata.org/wiki/Q729138","display_name":"Integer (computer science)","level":2,"score":0.6371222734451294},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.5488985180854797},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5158182978630066},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4647219777107239},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.46144217252731323},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4467221796512604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36780500411987305},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3297952711582184},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32185080647468567},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.27747777104377747},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.13093405961990356},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictai52525.2021.00115","doi":"https://doi.org/10.1109/ictai52525.2021.00115","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictai52525.2021.00115","pdf_url":null,"source":{"id":"https://openalex.org/S4210176007","display_name":"IEEE International Conference on Tools with Artificial Intelligence (ICTAI)","issn_l":"1082-3409","issn":["1082-3409","2375-0197"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 33rd International Conference on Tools with Artificial Intelligence (ICTAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2079753286","https://openalex.org/W2154359981","https://openalex.org/W2468328197","https://openalex.org/W2781491433","https://openalex.org/W2822734516","https://openalex.org/W2896457183","https://openalex.org/W2950087183","https://openalex.org/W2976184969","https://openalex.org/W3111602563"],"related_works":["https://openalex.org/W4297145383","https://openalex.org/W2766003580","https://openalex.org/W3194439298","https://openalex.org/W127238549","https://openalex.org/W2357746456","https://openalex.org/W4386754395","https://openalex.org/W2167667877","https://openalex.org/W7221021921","https://openalex.org/W2293673734","https://openalex.org/W2974914898"],"abstract_inverted_index":{"Integer":[0],"overflow":[1,17,39,64,83,103],"is":[2,70],"a":[3,31,57,75,137],"common":[4],"cause":[5],"of":[6,85],"software":[7],"failure":[8],"and":[9,25,89,108,127,147],"security":[10],"vulnerability.":[11],"Existing":[12],"approaches":[13],"to":[14,51,78],"detecting":[15],"integer":[16,38,63,82,87,102],"errors":[18,40,84,104],"rely":[19],"on":[20],"traditional":[21],"static":[22],"code":[23,44],"analysis":[24],"dynamic":[26],"testing.":[27],"This":[28],"paper":[29],"presents":[30],"novel":[32],"machine":[33],"learning-based":[34],"approach":[35],"that":[36,112,129],"predicts":[37],"by":[41],"treating":[42],"source":[43],"as":[45,136],"text.":[46],"It":[47],"exploits":[48],"text":[49,115,132],"classifiers":[50,116],"determine":[52],"whether":[53],"each":[54],"method":[55],"in":[56,91],"given":[58],"Java":[59,92],"program":[60],"contains":[61],"an":[62],"error.":[65],"As":[66],"the":[67,143,154],"training":[68],"data":[69],"essential,":[71],"we":[72],"have":[73,121],"constructed":[74],"comprehensive":[76],"dataset":[77],"accounts":[79],"for":[80,100],"(a)":[81],"all":[86],"types":[88],"operations":[90],"(i.e.,":[93,105,117],"positive":[94],"samples);":[95,107],"(b)":[96],"various":[97],"programming":[98],"techniques":[99],"preventing":[101],"negative":[106],"(c)":[109],"malicious":[110],"scenarios":[111],"may":[113],"mislead":[114],"adversarial":[118,155],"samples).":[119],"We":[120],"trained":[122],"three":[123],"classifiers,":[124],"BERT,":[125,135],"fastText,":[126],"NBSVM,":[128],"represent":[130],"different":[131],"embedding":[133],"techniques.":[134],"representative":[138],"deep-learning":[139],"transformer,":[140],"has":[141],"achieved":[142],"highest":[144],"performance":[145],"scores":[146],"remained":[148],"robust":[149],"even":[150],"when":[151],"tested":[152],"with":[153],"samples.":[156]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2021-12-31T00:00:00"}
