{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:34:03Z","timestamp":1750221243126,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":38,"publisher":"ACM","license":[{"start":{"date-parts":[[2018,7,16]],"date-time":"2018-07-16T00:00:00Z","timestamp":1531699200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2018,7,16]]},"DOI":"10.1145\/3227696.3227712","type":"proceedings-article","created":{"date-parts":[[2018,7,31]],"date-time":"2018-07-31T16:28:33Z","timestamp":1533054513000},"page":"1-8","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":7,"title":["Supervised Classification of Social Spammers using a Similarity-based Markov Random Field Approach"],"prefix":"10.1145","author":[{"given":"Nour","family":"El-Mawass","sequence":"first","affiliation":[{"name":"Normandie Univ, UNIROUEN, LITIS, Rouen, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Paul","family":"Honeine","sequence":"additional","affiliation":[{"name":"Normandie Univ, UNIROUEN, LITIS, Rouen, France"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Laurent","family":"Vercouter","sequence":"additional","affiliation":[{"name":"Normandie Univ, INSA Rouen, LITIS, Rouen, France"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2018,7,16]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"PhishAri: Automatic realtime phishing detection on twitter. In eCrime Researchers Summit (eCrime)","author":"Aggarwal Anupama","year":"2012","unstructured":"Anupama Aggarwal , Ashwin Rajadesingan , and Ponnurangam Kumaraguru . 2012. PhishAri: Automatic realtime phishing detection on twitter. In eCrime Researchers Summit (eCrime) , 2012 . IEEE , 1--12. Anupama Aggarwal, Ashwin Rajadesingan, and Ponnurangam Kumaraguru. 2012. PhishAri: Automatic realtime phishing detection on twitter. In eCrime Researchers Summit (eCrime), 2012. IEEE, 1--12."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/TrustCom.2012.83"},{"volume-title":"Collaboration, electronic messaging, anti-abuse and spam conference (CEAS)","author":"Benevenuto Fabricio","key":"e_1_3_2_1_3_1","unstructured":"Fabricio Benevenuto , Gabriel Magno , Tiago Rodrigues , and Virgilio Almeida . 2010. Detecting spammers on twitter . In Collaboration, electronic messaging, anti-abuse and spam conference (CEAS) , Vol. 6 . 12. Fabricio Benevenuto, Gabriel Magno, Tiago Rodrigues, and Virgilio Almeida. 2010. Detecting spammers on twitter. In Collaboration, electronic messaging, anti-abuse and spam conference (CEAS), Vol. 6. 12."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/2488388.2488400"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/2492517.2492567"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/2660267.2660269"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/1920261.1920265"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2015.09.003"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2016.29"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3041021.3055135"},{"key":"e_1_3_2_1_11_1","volume-title":"COMPA: Detecting Compromised Accounts on Social Networks.. In NDSS. arXiv:1509.03531","author":"Egele Manuel","year":"2013","unstructured":"Manuel Egele , Gianluca Stringhini , Christopher Kruegel , and Giovanni Vigna . 2013 . COMPA: Detecting Compromised Accounts on Social Networks.. In NDSS. arXiv:1509.03531 Manuel Egele, Gianluca Stringhini, Christopher Kruegel, and Giovanni Vigna. 2013. COMPA: Detecting Compromised Accounts on Social Networks.. In NDSS. arXiv:1509.03531"},{"key":"e_1_3_2_1_12_1","volume-title":"Detecting Arabic Spammers and Content Polluters on Twitter. In 6th International Conference on Digital Information Processing and Communications (ICDIPC'16)","author":"El-Mawass Nour","year":"2016","unstructured":"Nour El-Mawass and Saad Alaboodi . 2016 . Detecting Arabic Spammers and Content Polluters on Twitter. In 6th International Conference on Digital Information Processing and Communications (ICDIPC'16) . IEEE, Beirut, Lebanon. Nour El-Mawass and Saad Alaboodi. 2016. Detecting Arabic Spammers and Content Polluters on Twitter. In 6th International Conference on Digital Information Processing and Communications (ICDIPC'16). IEEE, Beirut, Lebanon."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/3090057"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3038912.3052706"},{"key":"e_1_3_2_1_15_1","volume-title":"Sanjeev Kulkarni, Kurt Thomas, and Prateek Mittal.","author":"Gao Peng","year":"2015","unstructured":"Peng Gao , Neil Zhenqiang Gong , Sanjeev Kulkarni, Kurt Thomas, and Prateek Mittal. 2015 . Sybilframe : A de fense-in-depth framework for structure-based sybil detection. arXiv preprint arXiv:1503.02985 (2015), 17. arXiv:1503.02985 http:\/\/arxiv.org\/abs\/1503.02985 Peng Gao, Neil Zhenqiang Gong, Sanjeev Kulkarni, Kurt Thomas, and Prateek Mittal. 2015. Sybilframe: A defense-in-depth framework for structure-based sybil detection. arXiv preprint arXiv:1503.02985 (2015), 17. arXiv:1503.02985 http:\/\/arxiv.org\/abs\/1503.02985"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/2187836.2187846"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2014.2316975"},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2015.61"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/2184305.2184316"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/1835449.1835522"},{"key":"e_1_3_2_1_21_1","unstructured":"Sangho Lee and Jong Kim. 2012. WarningBird: Detecting Suspicious URLs in Twitter Stream.. In NDSS.  Sangho Lee and Jong Kim. 2012. WarningBird: Detecting Suspicious URLs in Twitter Stream.. In NDSS."},{"key":"e_1_3_2_1_22_1","unstructured":"Mathew Ingram. 2016. Disney Salesforce Dropped Twitter Bids Because of Trolls | Fortune. (2016). http:\/\/fortune.com\/2016\/10\/18\/twitter-disney-salesforce\/  Mathew Ingram. 2016. Disney Salesforce Dropped Twitter Bids Because of Trolls | Fortune. (2016). http:\/\/fortune.com\/2016\/10\/18\/twitter-disney-salesforce\/"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"crossref","unstructured":"M. McCord and M. Chuah. 2011. Spam detection on twitter using traditional classifiers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 6906 LNCS (2011) 175--186.   M. McCord and M. Chuah. 2011. Spam detection on twitter using traditional classifiers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 6906 LNCS (2011) 175--186.","DOI":"10.1007\/978-3-642-23496-5_13"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.5555\/3192424.3192525"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.5555\/1953048.2078195"},{"key":"e_1_3_2_1_26_1","unstructured":"Jacob Ratkiewicz Michael D Conover Mark Meiss B Gonc Alessandro Flammini Filippo Menczer Bruno Gon\u00e7alves Alessandro Flammini and Filippo Menczer. 2011. Detecting and Tracking Political Abuse in Social Media.. In ICWSM. 297--304. arXiv:1011.3768 http:\/\/www.aaai.org\/ocs\/index.php\/ICWSM\/ICWSM11\/ paper\/viewFile\/2850\/3274  Jacob Ratkiewicz Michael D Conover Mark Meiss B Gonc Alessandro Flammini Filippo Menczer Bruno Gon\u00e7alves Alessandro Flammini and Filippo Menczer. 2011. Detecting and Tracking Political Abuse in Social Media.. In ICWSM. 297--304. arXiv:1011.3768 http:\/\/www.aaai.org\/ocs\/index.php\/ICWSM\/ICWSM11\/ paper\/viewFile\/2850\/3274"},{"key":"e_1_3_2_1_27_1","volume-title":"UGM: A Matlab toolbox for probabilistic undirected graphical models.","author":"Schmidt M.","year":"2007","unstructured":"M. Schmidt . 2007 . UGM: A Matlab toolbox for probabilistic undirected graphical models. (2007). http:\/\/www.cs.ubc.ca\/{~}schmidtm\/Software\/UGM.html M. Schmidt. 2007. UGM: A Matlab toolbox for probabilistic undirected graphical models. (2007). http:\/\/www.cs.ubc.ca\/{~}schmidtm\/Software\/UGM.html"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/2342549.2342551"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/1920261.1920263"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/2504730.2504731"},{"volume-title":"5th USENIX Workshop on Large-Scale Exploits and Emergent Threats. https:\/\/www.usenix.org\/conference\/leet12\/ workshop-program\/presentation\/thomas","author":"Thomas Kurt","key":"e_1_3_2_1_31_1","unstructured":"Kurt Thomas , Chris Grier , and Vern Paxson . 2012. Adapting Social Spam Infrastructure for Political Censorship . In 5th USENIX Workshop on Large-Scale Exploits and Emergent Threats. https:\/\/www.usenix.org\/conference\/leet12\/ workshop-program\/presentation\/thomas Kurt Thomas, Chris Grier, and Vern Paxson. 2012. Adapting Social Spam Infrastructure for Political Censorship. In 5th USENIX Workshop on Large-Scale Exploits and Emergent Threats. https:\/\/www.usenix.org\/conference\/leet12\/ workshop-program\/presentation\/thomas"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/2068816.2068840"},{"key":"e_1_3_2_1_33_1","volume-title":"Trafficking Fraudulent Accounts: The Role of the Underground Market in Twitter Spam and Abuse. USENIX Security Symposium","author":"Thomas Kurt","year":"2013","unstructured":"Kurt Thomas , Vern Paxson , Damon Mccoy , and Chris Grier . 2013 . Trafficking Fraudulent Accounts: The Role of the Underground Market in Twitter Spam and Abuse. USENIX Security Symposium (2013), 195--210. Kurt Thomas, Vern Paxson, Damon Mccoy, and Chris Grier. 2013. Trafficking Fraudulent Accounts: The Role of the Underground Market in Twitter Spam and Abuse. USENIX Security Symposium (2013), 195--210."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-23644-0_17"},{"key":"e_1_3_2_1_35_1","volume-title":"Detecting spam in a twitter network. First Monday 15, 1","author":"Yardi Sarita","year":"2009","unstructured":"Sarita Yardi , Daniel Romero , Grant Schoenebeck , and Others. 2009. Detecting spam in a twitter network. First Monday 15, 1 ( 2009 ). Sarita Yardi, Daniel Romero, Grant Schoenebeck, and Others. 2009. Detecting spam in a twitter network. First Monday 15, 1 (2009)."},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2008.13"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2008.923723"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2014.6848048"}],"event":{"name":"MISNC '18: 5th Multidisciplinary International Social Networks Conference","acronym":"MISNC '18","location":"Saint-Etienne France"},"container-title":["Proceedings of the 5th Multidisciplinary International Social Networks Conference"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3227696.3227712","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3227696.3227712","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T02:07:33Z","timestamp":1750212453000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3227696.3227712"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,16]]},"references-count":38,"alternative-id":["10.1145\/3227696.3227712","10.1145\/3227696"],"URL":"https:\/\/doi.org\/10.1145\/3227696.3227712","relation":{},"subject":[],"published":{"date-parts":[[2018,7,16]]},"assertion":[{"value":"2018-07-16","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}