{"id":"https://openalex.org/W4319430780","doi":"https://doi.org/10.1145/3551902.3565070","title":"Security Patterns for Machine Learning: The Data-Oriented Stages","display_name":"Security Patterns for Machine Learning: The Data-Oriented Stages","publication_year":2022,"publication_date":"2022-07-06","ids":{"openalex":"https://openalex.org/W4319430780","doi":"https://doi.org/10.1145/3551902.3565070"},"language":"en","primary_location":{"id":"doi:10.1145/3551902.3565070","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3551902.3565070","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th European Conference on Pattern Languages of Programs","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/A5011477789","display_name":"Xinrui Zhang","orcid":"https://orcid.org/0000-0002-4118-5211"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Xinrui Zhang","raw_affiliation_strings":["Systems and Computer Engineering, Carleton University, Canada"],"affiliations":[{"raw_affiliation_string":"Systems and Computer Engineering, Carleton University, Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039439171","display_name":"Jason Jaskolka","orcid":"https://orcid.org/0000-0001-6316-3040"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jason Jaskolka","raw_affiliation_strings":["Systems and Computer Engineering, Carleton University, Canada"],"affiliations":[{"raw_affiliation_string":"Systems and Computer Engineering, Carleton University, Canada","institution_ids":["https://openalex.org/I67031392"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5011477789"],"corresponding_institution_ids":["https://openalex.org/I67031392"],"apc_list":null,"apc_paid":null,"fwci":0.6631,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.7500991,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9980000257492065,"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/T10917","display_name":"Smart Grid Security and Resilience","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7582245469093323},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.35417476296424866},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3510850667953491},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3314400315284729},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32047605514526367}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7582245469093323},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.35417476296424866},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3510850667953491},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3314400315284729},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32047605514526367}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3551902.3565070","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3551902.3565070","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th European Conference on Pattern Languages of Programs","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1514888816","https://openalex.org/W1526961740","https://openalex.org/W1561349478","https://openalex.org/W1996850986","https://openalex.org/W2028627312","https://openalex.org/W2089216878","https://openalex.org/W2128683226","https://openalex.org/W2144677880","https://openalex.org/W2430154064","https://openalex.org/W2581082771","https://openalex.org/W2585324004","https://openalex.org/W2620076267","https://openalex.org/W2726820758","https://openalex.org/W2784070037","https://openalex.org/W2791319131","https://openalex.org/W2799040448","https://openalex.org/W2909158420","https://openalex.org/W2909247542","https://openalex.org/W2914057541","https://openalex.org/W2922234936","https://openalex.org/W2930249865","https://openalex.org/W2962700793","https://openalex.org/W2964289874","https://openalex.org/W3007134459","https://openalex.org/W3007264885","https://openalex.org/W3015766753","https://openalex.org/W3016493309","https://openalex.org/W3036173011","https://openalex.org/W3121784008","https://openalex.org/W3157506384","https://openalex.org/W3207326761","https://openalex.org/W4220656428","https://openalex.org/W4241542421","https://openalex.org/W4248376083"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"Security":[0],"in":[1,11,15,45,64],"machine":[2],"learning":[3],"(ML)":[4],"is":[5,33],"one":[6],"of":[7,18,57],"the":[8,16,42,46,61,65],"top":[9],"priorities":[10],"many":[12],"ML-based":[13],"systems":[14],"field":[17],"healthcare,":[19],"finance,":[20],"energy,":[21],"transportation,":[22],"and":[23,73],"cybersecurity.":[24],"Since":[25],"developing":[26],"ML":[27,66],"applications":[28],"requires":[29],"multidisciplinary":[30],"effort,":[31],"it":[32],"important":[34],"to":[35,83,99],"eliminate":[36],"knowledge":[37],"mismatch":[38],"about":[39],"security":[40,58,101,104],"among":[41],"team":[43],"members":[44],"early":[47],"design":[48],"phase.":[49],"In":[50],"this":[51],"paper,":[52],"we":[53],"present":[54],"a":[55,78,93],"collection":[56],"patterns":[59],"for":[60,96],"data-oriented":[62],"stages":[63],"workflow,":[67],"including":[68],"data":[69,71,74],"collection,":[70],"storage,":[72],"preparation.":[75],"This":[76],"provides":[77],"concise":[79],"guidance":[80],"on":[81],"how":[82],"protect":[84],"each":[85],"stage":[86],"from":[87],"known":[88],"threats,":[89],"as":[90,92],"well":[91],"communication":[94],"vocabulary":[95],"different":[97],"roles":[98],"consider":[100],"without":[102],"being":[103],"experts.":[105]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
