{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,13]],"date-time":"2025-10-13T19:57:25Z","timestamp":1760385445666,"version":"3.40.3"},"publisher-location":"Cham","reference-count":18,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319235301"},{"type":"electronic","value":"9783319235318"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-23531-8_3","type":"book-chapter","created":{"date-parts":[[2015,10,20]],"date-time":"2015-10-20T08:30:33Z","timestamp":1445329833000},"page":"29-40","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Spammer Detection on Online Social Networks Based on Logistic Regression"],"prefix":"10.1007","author":[{"given":"Xiang","family":"Zhu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuanping","family":"Nie","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Songchang","family":"Jin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Aiping","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yan","family":"Jia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,10,21]]},"reference":[{"unstructured":"Benevenuto, F., Magno, G., Rodrigues, T., Almeida, V.: Detecting spammers on twitter. In: Collaboration, Electronic Messaging, Anti-abuse and Spam Conference (CEAS), vol. 6, p. 12 (2010)","key":"3_CR1"},{"issue":"4","key":"3_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.5210\/fm.v15i4.2751","volume":"15","author":"F Benevenuto","year":"2010","unstructured":"Benevenuto, F., Rodrigues, T., Almeida, V.A., Almeida, J., Gon\u00e7alves, M., Ross, K.: Video pollution on the web. First Monday 15(4), 1\u201320 (2010)","journal-title":"First Monday"},{"issue":"1","key":"3_CR3","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman, L.: Random forests. Mach. Learn. 45(1), 5\u201332 (2001)","journal-title":"Mach. Learn."},{"unstructured":"Calais, P., Pires, D.E., Neto, D.O.G., Meira Jr., W., Hoepers, C., Steding-Jessen, K.: A campaign-based characterization of spamming strategies. In: CEAS (2008)","key":"3_CR4"},{"doi-asserted-by":"crossref","unstructured":"Chen, C., Wu, K., Srinivasan, V., Zhang, X.: Battling the internet water army: Detection of hidden paid posters. In: Proceedings of the 2013 IEEE\/ACM International Conference on Advances in Social Networks Analysis and Mining, pp. 116\u2013120. ACM (2013)","key":"3_CR5","DOI":"10.1145\/2492517.2492637"},{"doi-asserted-by":"crossref","unstructured":"Chu, Z., Gianvecchio, S., Wang, H., Jajodia, S.: Who is tweeting on twitter: human, bot, or cyborg? In: Proceedings of the 26th Annual Computer Security Applications Conference, pp. 21\u201330. ACM (2010)","key":"3_CR6","DOI":"10.1145\/1920261.1920265"},{"doi-asserted-by":"crossref","unstructured":"Davis, J., Goadrich, M.: The relationship between precision-recall and ROC curves. In: Proceedings of the 23rd International Conference on Machine Learning, pp. 233\u2013240. ACM (2006)","key":"3_CR7","DOI":"10.1145\/1143844.1143874"},{"doi-asserted-by":"crossref","unstructured":"Fetterly, D., Manasse, M., Najork, M.: Spam, damn spam, and statistics: Using statistical analysis to locate spam web pages. In: Proceedings of the 7th International Workshop on the Web and Databases: colocated with ACM SIGMOD\/PODS 2004, pp. 1\u20136. ACM (2004)","key":"3_CR8","DOI":"10.1145\/1017074.1017077"},{"issue":"3","key":"3_CR9","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1198\/004017007000000245","volume":"49","author":"A Genkin","year":"2007","unstructured":"Genkin, A., Lewis, D.D., Madigan, D.: Large-scale bayesian logistic regression for text categorization. Technometrics 49(3), 291\u2013304 (2007)","journal-title":"Technometrics"},{"doi-asserted-by":"crossref","unstructured":"Hosmer, D.W., Lemeshow, S., Sturdivant, R.X.: Introduction to the logistic regression model. Wiley Online Library (2000)","key":"3_CR10","DOI":"10.1002\/0471722146"},{"doi-asserted-by":"crossref","unstructured":"Hu, X., Tang, J., Liu, H.: Online social spammer detection. In: Twenty-Eighth AAAI Conference on Artificial Intelligence (2014)","key":"3_CR11","DOI":"10.1109\/ICDM.2014.141"},{"key":"3_CR12","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"251","DOI":"10.1007\/978-3-642-17187-1_24","volume-title":"Information Retrieval Technology","author":"MS Islam","year":"2010","unstructured":"Islam, M.S., Mahmud, A.A., Islam, M.R.: Machine learning approaches for modeling spammer behavior. In: Cheng, P.-J., Kan, M.-Y., Lam, W., Nakov, P. (eds.) AIRS 2010. LNCS, vol. 6458, pp. 251\u2013260. Springer, Heidelberg (2010)"},{"doi-asserted-by":"crossref","unstructured":"Kwak, H., Lee, C., Park, H., Moon, S.: What is twitter, a social network or a news media? In: Proceedings of the 19th International Conference on World Wide Web, pp. 591\u2013600. ACM (2010)","key":"3_CR13","DOI":"10.1145\/1772690.1772751"},{"doi-asserted-by":"crossref","unstructured":"Pal, A., Counts, S.: Identifying topical authorities in microblogs. In: Proceedings of the Fourth ACM International Conference on Web Search and Data Mining, pp. 45\u201354. ACM (2011)","key":"3_CR14","DOI":"10.1145\/1935826.1935843"},{"key":"3_CR15","doi-asserted-by":"publisher","first-page":"271","DOI":"10.1023\/A:1007411609915","volume":"30","author":"K Ron","year":"1998","unstructured":"Ron, K., Foster, P.: Special issue on applications of machine learning and the knowledge discovery process. J. Mach. Learn. 30, 271\u2013274 (1998)","journal-title":"J. Mach. Learn."},{"unstructured":"Sadowski, C., Levin, G.: Simhash: Hash-based similarity detection. Technical report, Google (2007)","key":"3_CR16"},{"key":"3_CR17","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"675","DOI":"10.1007\/11564126_72","volume-title":"Knowledge Discovery in Databases: PKDD 2005","author":"M Sumner","year":"2005","unstructured":"Sumner, M., Frank, E., Hall, M.: Speeding up logistic model tree induction. In: Jorge, A.M., Torgo, L., Brazdil, P.B., Camacho, R., Gama, J. (eds.) PKDD 2005. LNCS (LNAI), vol. 3721, pp. 675\u2013683. Springer, Heidelberg (2005)"},{"issue":"3","key":"3_CR18","doi-asserted-by":"publisher","first-page":"853","DOI":"10.1109\/TPWRS.2008.922249","volume":"23","author":"Z Yun","year":"2008","unstructured":"Yun, Z., Quan, Z., Caixin, S., Shaolan, L., Yuming, L., Yang, S.: RBF neural network and ANFIS-based short-term load forecasting approach in real-time price environment. IEEE Trans. Power Syst. 23(3), 853\u2013858 (2008)","journal-title":"IEEE Trans. Power Syst."}],"container-title":["Lecture Notes in Computer Science","Web-Age Information Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-23531-8_3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,15]],"date-time":"2023-02-15T17:24:10Z","timestamp":1676481850000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-23531-8_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319235301","9783319235318"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-23531-8_3","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"21 October 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}