{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,28]],"date-time":"2025-03-28T10:14:07Z","timestamp":1743156847139,"version":"3.40.3"},"publisher-location":"Cham","reference-count":18,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030217402"},{"type":"electronic","value":"9783030217419"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"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":[[2019]]},"DOI":"10.1007\/978-3-030-21741-9_5","type":"book-chapter","created":{"date-parts":[[2019,6,17]],"date-time":"2019-06-17T23:09:30Z","timestamp":1560812970000},"page":"39-49","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Bot Detection: Will Focusing on Recall Cause Overall Performance Deterioration?"],"prefix":"10.1007","author":[{"given":"Tahora","family":"H. Nazer","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matthew","family":"Davis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mansooreh","family":"Karami","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Leman","family":"Akoglu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Koelle","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huan","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,6,5]]},"reference":[{"issue":"2","key":"5_CR1","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1257\/jep.31.2.211","volume":"31","author":"H Allcott","year":"2017","unstructured":"Allcott, H., Gentzkow, M.: Social media and fake news in the 2016 election. J. Econ. Perspect. 31(2), 211\u201336 (2017)","journal-title":"J. Econ. Perspect."},{"key":"5_CR2","doi-asserted-by":"crossref","unstructured":"Alothali, E., Zaki, N., Mohamed, E.A., Alashwal, H.: Detecting social bots on Twitter: a literature review. In: IIT, pp. 175\u2013180. IEEE (2018)","DOI":"10.1109\/INNOVATIONS.2018.8605995"},{"issue":"Jan","key":"5_CR3","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Rese. 3(Jan), 993\u20131022 (2003)","journal-title":"J. Mach. Learn. Rese."},{"key":"5_CR4","doi-asserted-by":"crossref","unstructured":"Chu, Z., Gianvecchio, S., Wang, H., Jajodia, S.: Who is tweeting on Twitter: human, bot, or cyborg? In: ACSAC, pp. 21\u201330. ACM (2010)","DOI":"10.1145\/1920261.1920265"},{"key":"5_CR5","doi-asserted-by":"crossref","unstructured":"Cresci, S., Di Pietro, R., Petrocchi, M., Spognardi, A., Tesconi, M.: The paradigm-shift of social spambots: evidence, theories, and tools for the arms race. In: The Web Conference, pp. 963\u2013972 (2017)","DOI":"10.1145\/3041021.3055135"},{"key":"5_CR6","doi-asserted-by":"crossref","unstructured":"Davis, C.A., Varol, O., Ferrara, E., Flammini, A., Menczer, F.: Botornot: a system to evaluate social bots. In: The Web Conference, pp. 273\u2013274 (2016)","DOI":"10.1145\/2872518.2889302"},{"key":"5_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1007\/978-3-319-93372-6_23","volume-title":"Social, Cultural, and Behavioral Modeling","author":"T Khaund","year":"2018","unstructured":"Khaund, T., Al-Khateeb, S., Tokdemir, S., Agarwal, N.: Analyzing social bots and their coordination during natural disasters. In: Thomson, R., Dancy, C., Hyder, A., Bisgin, H. (eds.) SBP-BRiMS 2018. LNCS, vol. 10899, pp. 207\u2013212. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-319-93372-6_23"},{"key":"5_CR8","doi-asserted-by":"publisher","first-page":"312","DOI":"10.1016\/j.ins.2018.08.019","volume":"467","author":"S Kudugunta","year":"2018","unstructured":"Kudugunta, S., Ferrara, E.: Deep neural networks for bot detection. Inf. Sci. 467, 312\u2013322 (2018)","journal-title":"Inf. Sci."},{"key":"5_CR9","doi-asserted-by":"crossref","unstructured":"Lee, K., Eoff, B.D., Caverlee, J.: Seven months with the devils: a long-term study of content polluters on Twitter. In: ICWSM, pp. 185\u2013192. AAAI (2011)","DOI":"10.1609\/icwsm.v5i1.14106"},{"key":"5_CR10","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1016\/j.comcom.2014.08.006","volume":"54","author":"S Lee","year":"2014","unstructured":"Lee, S., Kim, J.: Early filtering of ephemeral malicious accounts on Twitter. Comput. Commun. 54, 48\u201357 (2014)","journal-title":"Comput. Commun."},{"key":"5_CR11","doi-asserted-by":"crossref","unstructured":"Morstatter, F., Wu, L., Nazer, T.H., Carley, K.M., Liu, H.: A new approach to bot detection: striking the balance between precision and recall. In: ASONAM, pp. 533\u2013540. IEEE (2016)","DOI":"10.1109\/ASONAM.2016.7752287"},{"key":"5_CR12","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa, F., et al.: Scikit-learn: machine learning in Python. J. Mach. Learn. Res. 12, 2825\u20132830 (2011)","journal-title":"J. Mach. Learn. Res."},{"key":"5_CR13","doi-asserted-by":"crossref","unstructured":"Ratkiewicz, J., et al.: Truthy: mapping the spread of astroturf in microblog streams. In: The Web Conference, pp. 249\u2013252. ACM (2011)","DOI":"10.1145\/1963192.1963301"},{"key":"5_CR14","doi-asserted-by":"crossref","unstructured":"Ratkiewicz, J., Conover, M., Meiss, M., Gon\u00e7alves, B., Flammini, A., Menczer, F.: Detecting and tracking political abuse in social media. In: ICWSM, pp. 297\u2013304. AAAI (2011)","DOI":"10.1609\/icwsm.v5i1.14127"},{"key":"5_CR15","volume-title":"Information Retrieval","author":"CJV Rijsbergen","year":"1979","unstructured":"Rijsbergen, C.J.V.: Information Retrieval, 2nd edn. Butterworth-Heinemann, Newton (1979)","edition":"2"},{"key":"5_CR16","doi-asserted-by":"crossref","unstructured":"Varol, O., Ferrara, E., Davis, C.A., Menczer, F., Flammini, A.: Online human-bot interactions: detection, estimation, and characterization. In: ICWSM, pp. 280\u2013289. AAAI (2017)","DOI":"10.1609\/icwsm.v11i1.14871"},{"issue":"4","key":"5_CR17","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1145\/1402946.1402979","volume":"38","author":"Y Xie","year":"2008","unstructured":"Xie, Y., Yu, F., Achan, K., Panigrahy, R., Hulten, G., Osipkov, I.: Spamming botnets: signatures and characteristics. ACM SIGCOMM Comput. Commun. Rev. 38(4), 171\u2013182 (2008)","journal-title":"ACM SIGCOMM Comput. Commun. Rev."},{"key":"5_CR18","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"102","DOI":"10.1007\/978-3-642-19260-9_11","volume-title":"Passive and Active Measurement","author":"CM Zhang","year":"2011","unstructured":"Zhang, C.M., Paxson, V.: Detecting and analyzing automated activity on Twitter. In: Spring, N., Riley, G.F. (eds.) PAM 2011. LNCS, vol. 6579, pp. 102\u2013111. Springer, Heidelberg (2011). https:\/\/doi.org\/10.1007\/978-3-642-19260-9_11"}],"container-title":["Lecture Notes in Computer Science","Social, Cultural, and Behavioral Modeling"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-21741-9_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,7]],"date-time":"2024-03-07T17:52:12Z","timestamp":1709833932000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-21741-9_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030217402","9783030217419"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-21741-9_5","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"5 June 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SBP-BRiMS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction and Behavior Representation in Modeling and Simulation","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Washington, WA","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"USA","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 July 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12 July 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"12","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"sbp2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/sbp-brims.org\/2019\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"72","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"28","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"39% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}