{"id":"https://openalex.org/W2029424893","doi":"https://doi.org/10.1145/1150402.1150465","title":"Classification features for attack detection in collaborative recommender systems","display_name":"Classification features for attack detection in collaborative recommender systems","publication_year":2006,"publication_date":"2006-08-20","ids":{"openalex":"https://openalex.org/W2029424893","doi":"https://doi.org/10.1145/1150402.1150465","mag":"2029424893"},"language":"en","primary_location":{"id":"doi:10.1145/1150402.1150465","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1150402.1150465","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining","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/A5043134791","display_name":"Robin Burke","orcid":"https://orcid.org/0000-0001-5766-6434"},"institutions":[{"id":"https://openalex.org/I118353179","display_name":"DePaul University","ror":"https://ror.org/04xtx5t16","country_code":"US","type":"education","lineage":["https://openalex.org/I118353179"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Robin Burke","raw_affiliation_strings":["DePaul University, Chicago, IL","DePaul University, Chicago IL#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DePaul University, Chicago, IL","institution_ids":["https://openalex.org/I118353179"]},{"raw_affiliation_string":"DePaul University, Chicago IL#TAB#","institution_ids":["https://openalex.org/I118353179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082580430","display_name":"Bamshad Mobasher","orcid":"https://orcid.org/0000-0001-9701-9178"},"institutions":[{"id":"https://openalex.org/I118353179","display_name":"DePaul University","ror":"https://ror.org/04xtx5t16","country_code":"US","type":"education","lineage":["https://openalex.org/I118353179"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bamshad Mobasher","raw_affiliation_strings":["DePaul University, Chicago, IL","DePaul University, Chicago IL#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DePaul University, Chicago, IL","institution_ids":["https://openalex.org/I118353179"]},{"raw_affiliation_string":"DePaul University, Chicago IL#TAB#","institution_ids":["https://openalex.org/I118353179"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084898598","display_name":"Chad Williams","orcid":"https://orcid.org/0009-0009-1627-1335"},"institutions":[{"id":"https://openalex.org/I118353179","display_name":"DePaul University","ror":"https://ror.org/04xtx5t16","country_code":"US","type":"education","lineage":["https://openalex.org/I118353179"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chad Williams","raw_affiliation_strings":["DePaul University, Chicago, IL","DePaul University, Chicago IL#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DePaul University, Chicago, IL","institution_ids":["https://openalex.org/I118353179"]},{"raw_affiliation_string":"DePaul University, Chicago IL#TAB#","institution_ids":["https://openalex.org/I118353179"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058232606","display_name":"Runa Bhaumik","orcid":"https://orcid.org/0000-0002-0553-1340"},"institutions":[{"id":"https://openalex.org/I118353179","display_name":"DePaul University","ror":"https://ror.org/04xtx5t16","country_code":"US","type":"education","lineage":["https://openalex.org/I118353179"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Runa Bhaumik","raw_affiliation_strings":["DePaul University, Chicago, IL","DePaul University, Chicago IL#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DePaul University, Chicago, IL","institution_ids":["https://openalex.org/I118353179"]},{"raw_affiliation_string":"DePaul University, Chicago IL#TAB#","institution_ids":["https://openalex.org/I118353179"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5043134791"],"corresponding_institution_ids":["https://openalex.org/I118353179"],"apc_list":null,"apc_paid":null,"fwci":17.2574,"has_fulltext":false,"cited_by_count":251,"citation_normalized_percentile":{"value":0.98837286,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"542","last_page":"547"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9973999857902527,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7885531187057495},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.756210446357727},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.33970528841018677}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7885531187057495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.756210446357727},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.33970528841018677}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/1150402.1150465","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1150402.1150465","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.896.8684","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.896.8684","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.researchgate.net/profile/Robin_Burke/publication/221654652_Classification_features_for_attack_detection_in_collaborative_recommender_systems/links/0912f50917b92784d0000000.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W15341867","https://openalex.org/W145109340","https://openalex.org/W1489114055","https://openalex.org/W1570448133","https://openalex.org/W2000855935","https://openalex.org/W2072651985","https://openalex.org/W2090346113","https://openalex.org/W2098121414","https://openalex.org/W2100370943","https://openalex.org/W2115139489","https://openalex.org/W2144194596","https://openalex.org/W2155106456","https://openalex.org/W2966207845","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4386781444","https://openalex.org/W3092950680","https://openalex.org/W2150182025","https://openalex.org/W4246980185","https://openalex.org/W4317039510","https://openalex.org/W3197542405","https://openalex.org/W2418190244","https://openalex.org/W4238861846"],"abstract_inverted_index":{"Collaborative":[0],"recommender":[1,36],"systems":[2,37],"are":[3],"highly":[4],"vulnerable":[5],"to":[6,13,41,47,63],"attack.":[7],"Attackers":[8],"can":[9],"use":[10],"automated":[11],"means":[12],"inject":[14],"a":[15,23,49,98],"large":[16],"number":[17],"of":[18,66],"biased":[19],"profiles":[20,88],"into":[21],"such":[22],"system,":[24],"resulting":[25],"in":[26,92],"recommendations":[27],"that":[28,51,97,103],"favor":[29],"or":[30],"disfavor":[31],"given":[32],"items.":[33],"Since":[34],"collaborative":[35],"must":[38],"be":[39,53],"open":[40],"user":[42,87],"input,":[43],"it":[44],"is":[45,110],"difficult":[46],"design":[48],"system":[50],"cannot":[52],"so":[54],"attacked.":[55],"Researchers":[56],"studying":[57],"robust":[58],"recommendation":[59],"have":[60],"therefore":[61],"begun":[62],"identify":[64],"types":[65],"attacks":[67],"and":[68,73,81],"study":[69,82],"mechanisms":[70],"for":[71,89],"recognizing":[72],"defeating":[74],"them.":[75],"In":[76],"this":[77],"paper,":[78],"we":[79],"propose":[80],"different":[83],"attributes":[84,105],"derived":[85,106],"from":[86,107],"their":[90],"utility":[91],"attack":[93,108],"detection.":[94],"We":[95],"show":[96],"machine":[99],"learning":[100],"classification":[101],"approach":[102],"includes":[104],"models":[109],"more":[111,114],"successful":[112],"than":[113],"generalized":[115],"detection":[116],"algorithms":[117],"previously":[118],"studied.":[119]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":22},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":20},{"year":2017,"cited_by_count":9},{"year":2016,"cited_by_count":23},{"year":2015,"cited_by_count":25},{"year":2014,"cited_by_count":15},{"year":2013,"cited_by_count":10},{"year":2012,"cited_by_count":10}],"updated_date":"2026-05-03T08:25:01.440150","created_date":"2025-10-10T00:00:00"}
