{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,14]],"date-time":"2026-01-14T17:30:38Z","timestamp":1768411838414,"version":"3.49.0"},"reference-count":56,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,12,17]],"date-time":"2022-12-17T00:00:00Z","timestamp":1671235200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,12,17]],"date-time":"2022-12-17T00:00:00Z","timestamp":1671235200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,12,17]]},"DOI":"10.1109\/bigdata55660.2022.10020363","type":"proceedings-article","created":{"date-parts":[[2023,1,26]],"date-time":"2023-01-26T19:35:23Z","timestamp":1674761723000},"page":"1485-1494","source":"Crossref","is-referenced-by-count":14,"title":["MulBot: Unsupervised Bot Detection Based on Multivariate Time Series"],"prefix":"10.1109","author":[{"given":"Lorenzo","family":"Mannocci","sequence":"first","affiliation":[{"name":"National Research Council (IIT-CNR),Institute for Informatics and Telematics,Pisa,Italy"}]},{"given":"Stefano","family":"Cresci","sequence":"additional","affiliation":[{"name":"National Research Council (IIT-CNR),Institute for Informatics and Telematics,Pisa,Italy"}]},{"given":"Anna","family":"Monreale","sequence":"additional","affiliation":[{"name":"University of Pisa,Department of Computer Science,Pisa,Italy"}]},{"given":"Athina","family":"Vakali","sequence":"additional","affiliation":[{"name":"Aristotle University of Thessaloniki,School of Informatics,Thessaloniki,Greece"}]},{"given":"Maurizio","family":"Tesconi","sequence":"additional","affiliation":[{"name":"National Research Council (IIT-CNR),Institute for Informatics and Telematics,Pisa,Italy"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-018-06930-7"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1803470115"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1609\/icwsm.v11i1.14871"},{"key":"ref4","article-title":"An unsupervised approach to detect spam campaigns that use botnets on twitter","author":"Chen","year":"2018"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3409116"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2015.09.003"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/3041021.3055135"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/2872518.2889302"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3110025.3110163"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0241045"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/2915368.2915370"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2014.08.006"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2013.11.016"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2016.0096"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/2746403"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-015-0883-y"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3132847.3133018"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/1920261.1920263"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3292522.3326030"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2016.2641441"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3110025.3110074"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1142\/9781786345646_007"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2017.2681672"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3292522.3326015"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3340531.3412698"},{"key":"ref26","doi-asserted-by":"crossref","DOI":"10.1145\/3274694.3274738","article-title":"LOBO: evaluation of generalization deficiencies in Twitter bot classifiers","volume-title":"ACSAC.","author":"Echeverr\u00b4\u0131a","year":"2018"},{"key":"ref27","article-title":"Language models are few-shot learners","volume-title":"NEURIPS","volume":"33","author":"Brown","year":"2020"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0251415"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1126\/science.1127647"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3390\/app11219857"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2013.04.004"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i01.5460"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-93372-6_40"},{"key":"ref35","article-title":"Bot-hunter: a tiered approach to detecting & characterizing automated activity on twitter","volume":"3","author":"Beskow","year":"2018","journal-title":"SBP-BRiMS"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ASONAM.2018.8508322"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-91521-0_32"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2013.2267732"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i04.5956"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3308560.3316504"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i4.20314"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2018.08.019"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TPS-ISA48467.2019.00021"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2019\/723"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/3459637.3481949"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0181405"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s00542-016-3237-0"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-021-00552-5"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2015.2482465"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.21105\/joss.00205"},{"key":"ref51","article-title":"A density-based algorithm for discovering clusters in large spatial databases with noise","volume-title":"KDD.","author":"Ester","year":"1996"},{"issue":"14","key":"ref52","article-title":"Some methods for classification and analysis of multivariate observations","volume-title":"Proceedings of the fifth Berkeley symposium on mathematical statistics and probability","volume":"1","author":"MacQueen"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.1982.1056489"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1186\/s12864-019-6413-7"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1088\/1755-1315\/31\/1\/012012"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2019.10.019"}],"event":{"name":"2022 IEEE International Conference on Big Data (Big Data)","location":"Osaka, Japan","start":{"date-parts":[[2022,12,17]]},"end":{"date-parts":[[2022,12,20]]}},"container-title":["2022 IEEE International Conference on Big Data (Big Data)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/10020192\/10020156\/10020363.pdf?arnumber=10020363","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,2,13]],"date-time":"2024-02-13T06:01:02Z","timestamp":1707804062000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10020363\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,17]]},"references-count":56,"URL":"https:\/\/doi.org\/10.1109\/bigdata55660.2022.10020363","relation":{},"subject":[],"published":{"date-parts":[[2022,12,17]]}}}