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Last accessed","author":"The Interactive Advertising Bureau (IAB), \"IAB internet advertising revenue report","year":"2016","unstructured":"The Interactive Advertising Bureau (IAB), \"IAB internet advertising revenue report , 2014 full year results.\" http:\/\/www.iab.net\/media\/file\/IAB_Internet_Advertising_Revenue_Report_FY_2014.pdf. Last accessed January 2016 . The Interactive Advertising Bureau (IAB), \"IAB internet advertising revenue report, 2014 full year results.\" http:\/\/www.iab.net\/media\/file\/IAB_Internet_Advertising_Revenue_Report_FY_2014.pdf. Last accessed January 2016."},{"key":"e_1_3_2_1_2_1","volume-title":"Video Marketing Adoption Grows.\" http:\/\/www.emarketer.com\/Article\/Barriers-Tumble-Video-Marketing-Adoption-Grows\/1010374","author":"Tumble As Barriers","year":"2014","unstructured":"eMarketer, \" As Barriers Tumble , Video Marketing Adoption Grows.\" http:\/\/www.emarketer.com\/Article\/Barriers-Tumble-Video-Marketing-Adoption-Grows\/1010374 , 2014 . Last accessed January 2016. eMarketer, \"As Barriers Tumble, Video Marketing Adoption Grows.\" http:\/\/www.emarketer.com\/Article\/Barriers-Tumble-Video-Marketing-Adoption-Grows\/1010374, 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_3_1","volume-title":"Last accessed","author":"\"Online Video Advertising Moves Front and Center.\" http:\/\/www.emarketer.com\/Article\/Online-Video-Advertising-Moves-Front-Center","year":"2016","unstructured":"eMarketer, \"Online Video Advertising Moves Front and Center.\" http:\/\/www.emarketer.com\/Article\/Online-Video-Advertising-Moves-Front-Center \/1009886, May 2013. Last accessed January 2016 . eMarketer, \"Online Video Advertising Moves Front and Center.\" http:\/\/www.emarketer.com\/Article\/Online-Video-Advertising-Moves-Front-Center\/1009886, May 2013. Last accessed January 2016."},{"key":"e_1_3_2_1_4_1","volume-title":"Last accessed","author":"Luttrell W.","year":"2016","unstructured":"W. Luttrell , \" Only The Buy-Side Can Solve Our Fraud Problem .\" http:\/\/www.adexchanger.com\/data-driven-thinking\/only-the-buy-side-can-solve-our-fraud-problem\/, 2013. Last accessed January 2016 . W. Luttrell, \"Only The Buy-Side Can Solve Our Fraud Problem.\" http:\/\/www.adexchanger.com\/data-driven-thinking\/only-the-buy-side-can-solve-our-fraud-problem\/, 2013. Last accessed January 2016."},{"key":"e_1_3_2_1_5_1","volume-title":"One-Third of Traffic Is Bogus.\" http:\/\/online.wsj.com\/news\/articles\/SB10001424052702304026304579453253860786362","author":"Vranica S.","year":"2014","unstructured":"S. Vranica , \" A 'Crisis' in Online Ads : One-Third of Traffic Is Bogus.\" http:\/\/online.wsj.com\/news\/articles\/SB10001424052702304026304579453253860786362 , 2014 . Last accessed January 2016. S. Vranica, \"A 'Crisis' in Online Ads: One-Third of Traffic Is Bogus.\" http:\/\/online.wsj.com\/news\/articles\/SB10001424052702304026304579453253860786362, 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_6_1","volume-title":"Oxford Bio Chronometrics","author":"Neal A.","year":"2015","unstructured":"A. Neal and S. Kouwenhoven , \" Quantifying online advertising fraud: Ad-click bots vs humans,\" tech. rep ., Oxford Bio Chronometrics , January 2015 . A. Neal and S. Kouwenhoven, \"Quantifying online advertising fraud: Ad-click bots vs humans,\" tech. rep., Oxford Bio Chronometrics, January 2015."},{"key":"e_1_3_2_1_7_1","volume-title":"Last accessed","author":"Media Solve","year":"2016","unstructured":"Solve Media , \" Solve Media Survey .\" http:\/\/news.solvemedia.com\/post\/74832974631\/solve-media-bot-survey-2014, January 2014. Last accessed January 2016 . Solve Media, \"Solve Media Survey.\" http:\/\/news.solvemedia.com\/post\/74832974631\/solve-media-bot-survey-2014, January 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_8_1","volume-title":"Millions of Video Views Faked in Sophisticated New Bot Scam.\" http:\/\/www.adweek.com\/news\/technology\/fraud-alert-millions-video-views-faked-sophisticated-new-bot-scam-156883","author":"Sloane G.","year":"2014","unstructured":"G. Sloane , \" Fraud Alert : Millions of Video Views Faked in Sophisticated New Bot Scam.\" http:\/\/www.adweek.com\/news\/technology\/fraud-alert-millions-video-views-faked-sophisticated-new-bot-scam-156883 , 2014 . Last accessed January 2016. G. Sloane, \"Fraud Alert: Millions of Video Views Faked in Sophisticated New Bot Scam.\" http:\/\/www.adweek.com\/news\/technology\/fraud-alert-millions-video-views-faked-sophisticated-new-bot-scam-156883, 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_9_1","volume-title":"Last accessed","author":"Kantrowitz A.","year":"2016","unstructured":"A. Kantrowitz , \" Ad-Fraud Operation Fools Detection Companies , Nets Millions .\" http:\/\/adage.com\/article\/digital\/ad-fraud-operation-fools-detection-companies-nets-millions\/293929\/, 2014. Last accessed January 2016 . A. Kantrowitz, \"Ad-Fraud Operation Fools Detection Companies, Nets Millions.\" http:\/\/adage.com\/article\/digital\/ad-fraud-operation-fools-detection-companies-nets-millions\/293929\/, 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_10_1","volume-title":"Last accessed","author":"Kirk J.","year":"2016","unstructured":"J. Kirk , \" Malware campaign inflated views of pro-Russia videos.\" http:\/\/www.techworld.com.au\/article\/574002\/malware-campaign-inflated-views-pro-russia-videos\/, May 2015. Last accessed January 2016 . J. Kirk, \"Malware campaign inflated views of pro-Russia videos.\" http:\/\/www.techworld.com.au\/article\/574002\/malware-campaign-inflated-views-pro-russia-videos\/, May 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_11_1","volume-title":"December","author":"White Ops ANA","year":"2014","unstructured":"ANA and White Ops , \" The Bot Baseline : Fraud in Digital Advertising.\" https:\/\/www.ana.net\/getfile\/21853 , December 2014 . Last accessed January 2016. ANA and White Ops, \"The Bot Baseline: Fraud in Digital Advertising.\" https:\/\/www.ana.net\/getfile\/21853, December 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/2508859.2516688"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1145\/1242572.1242606"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/2068816.2068843"},{"key":"e_1_3_2_1_15_1","volume-title":"Anti-Fraud Working Group.\" http:\/\/www.iab.net\/about_the_iab\/recent_press_releases\/press_release_archive\/press_release\/pr-091614","author":"The Interactive Advertising Bureau (IAB), \"Trustworthy Supply Chain","year":"2014","unstructured":"The Interactive Advertising Bureau (IAB), \"Trustworthy Supply Chain : Anti-Fraud Working Group.\" http:\/\/www.iab.net\/about_the_iab\/recent_press_releases\/press_release_archive\/press_release\/pr-091614 , 2014 . Last accessed January 2016. The Interactive Advertising Bureau (IAB), \"Trustworthy Supply Chain: Anti-Fraud Working Group.\" http:\/\/www.iab.net\/about_the_iab\/recent_press_releases\/press_release_archive\/press_release\/pr-091614, 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/2700290"},{"key":"e_1_3_2_1_17_1","unstructured":"C. Kang \" The real reasons why YouTube's 5 biggest stars became millionaires.\" https:\/\/www.washingtonpost.com\/news\/the-switch\/wp\/2015\/07\/23\/how-these-5-youtube-stars-became-millionaires-and-why-you-wont-be-joining-them-anytime-soon\/ 2015. Last accessed 8\/10\/2015.  C. Kang \" The real reasons why YouTube's 5 biggest stars became millionaires.\" https:\/\/www.washingtonpost.com\/news\/the-switch\/wp\/2015\/07\/23\/how-these-5-youtube-stars-became-millionaires-and-why-you-wont-be-joining-them-anytime-soon\/ 2015. Last accessed 8\/10\/2015."},{"key":"e_1_3_2_1_18_1","volume-title":"Last accessed","author":"Tripputi C.","year":"2016","unstructured":"C. Tripputi , \" Tubrosa threat drives millions of views to scammers' YouTube gaming videos.\" http:\/\/www.symantec.com\/connect\/blogs\/tubrosa-threat-drives-millions-views-scammers-youtube-gaming-videos, 2015. Last accessed January 2016 . C. Tripputi, \"Tubrosa threat drives millions of views to scammers' YouTube gaming videos.\" http:\/\/www.symantec.com\/connect\/blogs\/tubrosa-threat-drives-millions-views-scammers-youtube-gaming-videos, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_19_1","volume-title":"Last accessed","author":"Help YouTube","year":"2016","unstructured":"YouTube Help , \" Missing YouTube Views .\" https:\/\/support.google.com\/youtube\/answer\/4646474?hl=en, 2015. Last accessed January 2016 . YouTube Help, \"Missing YouTube Views.\" https:\/\/support.google.com\/youtube\/answer\/4646474?hl=en, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_20_1","volume-title":"Last accessed","author":"Hoffberger C.","year":"2016","unstructured":"C. Hoffberger , \" YouTube strips Universal and Sony of 2 billion fake views.\" http:\/\/www.dailydot.com\/news\/youtube-universal-sony-fake-views-black-hat\/, 2012. Last accessed January 2016 . C. Hoffberger, \"YouTube strips Universal and Sony of 2 billion fake views.\" http:\/\/www.dailydot.com\/news\/youtube-universal-sony-fake-views-black-hat\/, 2012. Last accessed January 2016."},{"key":"e_1_3_2_1_21_1","volume-title":"Last accessed","author":"Help AdWords","year":"2016","unstructured":"AdWords Help , \"Cost-per-view (CPV).\" https:\/\/support.google.com\/adwords\/answer\/2472735?hl=en. Last accessed January 2016 . AdWords Help, \"Cost-per-view (CPV).\" https:\/\/support.google.com\/adwords\/answer\/2472735?hl=en. Last accessed January 2016."},{"key":"e_1_3_2_1_22_1","volume-title":"Last accessed","author":"Playbook Video Advertising","year":"2016","unstructured":"TubeMogul, \" Video Advertising Playbook .\" https:\/\/www.tubemogul.com\/marketing\/TubeMogul_Video_Ad_Playbook.pdf, 2014. Last accessed January 2016 . TubeMogul, \"Video Advertising Playbook.\" https:\/\/www.tubemogul.com\/marketing\/TubeMogul_Video_Ad_Playbook.pdf, 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_23_1","volume-title":"Last accessed","author":"Bot Supreme Traffic","year":"2016","unstructured":"Supreme Traffic Bot , \" Traffic Generation & Automation, Made Easy ....\" http:\/\/www.supremetrafficbot.com\/. Last accessed January 2016 . Supreme Traffic Bot, \"Traffic Generation & Automation, Made Easy....\" http:\/\/www.supremetrafficbot.com\/. Last accessed January 2016."},{"key":"e_1_3_2_1_24_1","volume-title":"Last accessed","author":"The Interactive Advertising Bureau (IAB), \"Anti-Fraud Principles and Proposed Taxonomy.\" http:\/\/www.iab.net\/media\/file\/IAB_Anti_Fraud_Principles_and_Taxonomy.pdf, September 2014.","year":"2016","unstructured":"The Interactive Advertising Bureau (IAB), \"Anti-Fraud Principles and Proposed Taxonomy.\" http:\/\/www.iab.net\/media\/file\/IAB_Anti_Fraud_Principles_and_Taxonomy.pdf, September 2014. Last accessed January 2016 . The Interactive Advertising Bureau (IAB), \"Anti-Fraud Principles and Proposed Taxonomy.\" http:\/\/www.iab.net\/media\/file\/IAB_Anti_Fraud_Principles_and_Taxonomy.pdf, September 2014. Last accessed January 2016."},{"volume-title":"Last accessed","year":"2016","key":"e_1_3_2_1_25_1","unstructured":"\"Viewbros.\" http:\/\/www.viewbros.com\/. Last accessed January 2016 . \"Viewbros.\" http:\/\/www.viewbros.com\/. Last accessed January 2016."},{"volume-title":"Last accessed","year":"2016","key":"e_1_3_2_1_26_1","unstructured":"\"QQTUBE.\" https:\/\/www.qqtube.com\/. Last accessed January 2016 . \"QQTUBE.\" https:\/\/www.qqtube.com\/. Last accessed January 2016."},{"volume-title":"Last accessed","year":"2016","key":"e_1_3_2_1_27_1","unstructured":"\"Buildmyviews.\" http:\/\/www.buildmyviews.org. Last accessed January 2016 . \"Buildmyviews.\" http:\/\/www.buildmyviews.org. Last accessed January 2016."},{"key":"e_1_3_2_1_28_1","volume-title":"The Fake Traffic Schemes That Are Rotting the Internet.\" http:\/\/www.bloomberg.com\/features\/2015-click-fraud\/","author":"Elgin B.","year":"2015","unstructured":"B. Elgin , M. Riley , D. Kocieniewski , and J. Brustein , \" The Fake Traffic Schemes That Are Rotting the Internet.\" http:\/\/www.bloomberg.com\/features\/2015-click-fraud\/ , 2015 . Last accessed January 2016. B. Elgin, M. Riley, D. Kocieniewski, and J. Brustein, \"The Fake Traffic Schemes That Are Rotting the Internet.\" http:\/\/www.bloomberg.com\/features\/2015-click-fraud\/, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_29_1","volume-title":"Last accessed","author":"Fenton R.","year":"2016","unstructured":"R. Fenton , \" Has YouTube come of age for modern advertisers?.\" http:\/\/www.theguardian.com\/media-network\/2015\/oct\/05\/youtube-brands-demand-views-transparency, 2015. Last accessed January 2016 . R. Fenton, \"Has YouTube come of age for modern advertisers?.\" http:\/\/www.theguardian.com\/media-network\/2015\/oct\/05\/youtube-brands-demand-views-transparency, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_30_1","volume-title":"Last accessed","author":"Cookson R.","year":"2016","unstructured":"R. Cookson , \" WPP urges Google to tackle problem of fake ad views.\" http:\/\/www.ft.com\/cms\/s\/0\/f9da727c-6207--11e5--9846-de406ccb37f2.html, 2015. Last accessed January 2016 . R. Cookson, \"WPP urges Google to tackle problem of fake ad views.\" http:\/\/www.ft.com\/cms\/s\/0\/f9da727c-6207--11e5--9846-de406ccb37f2.html, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_31_1","volume-title":"YouTube and advertisers.\" http:\/\/www.isba.org.uk\/news\/2015\/09\/24\/'bots'-and-youtube","author":"The Incorporated Society of British Advertisers (ISBA), \"'Bots'","year":"2015","unstructured":"The Incorporated Society of British Advertisers (ISBA), \"'Bots' , YouTube and advertisers.\" http:\/\/www.isba.org.uk\/news\/2015\/09\/24\/'bots'-and-youtube , 2015 . Last accessed January 2016. The Incorporated Society of British Advertisers (ISBA), \"'Bots', YouTube and advertisers.\" http:\/\/www.isba.org.uk\/news\/2015\/09\/24\/'bots'-and-youtube, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_32_1","volume-title":"Last accessed","author":"Pfeiffenberger P.","year":"2016","unstructured":"P. Pfeiffenberger , \" Keeping YouTube Views Authentic .\" http:\/\/googleonlinesecurity.blogspot.co.uk\/2014\/02\/keeping-youtube-views-authentic.html, February 2014. Last accessed January 2016 . P. Pfeiffenberger, \"Keeping YouTube Views Authentic.\" http:\/\/googleonlinesecurity.blogspot.co.uk\/2014\/02\/keeping-youtube-views-authentic.html, February 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_33_1","volume-title":"Last accessed","author":"Dredge S.","year":"2016","unstructured":"S. Dredge , \" Google goes to war on 'fraudulent' YouTube video views.\" http:\/\/www.theguardian.com\/technology\/2014\/feb\/05\/youtube-fake-views-counts-google, 2014. Last accessed January 2016 . S. Dredge, \"Google goes to war on 'fraudulent' YouTube video views.\" http:\/\/www.theguardian.com\/technology\/2014\/feb\/05\/youtube-fake-views-counts-google, 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_34_1","volume-title":"Last accessed","author":"Views Youtube Bot","year":"2016","unstructured":"\" Youtube Bot Views .\" http:\/\/traffic-bots.com\/youtube-bots\/youtube-bot-views\/. Last accessed January 2016 . \"Youtube Bot Views.\" http:\/\/traffic-bots.com\/youtube-bots\/youtube-bot-views\/. Last accessed January 2016."},{"key":"e_1_3_2_1_35_1","volume-title":"Last accessed","author":"Bot Views Proxies YouTube","year":"2016","unstructured":"\" YouTube Bot Views Proxies .\" https:\/\/listingdock.com\/Computer-Software\/2600\/YouTube-Bot-Views-Proxies-Random-Referrer. Last accessed January 2016 . \"YouTube Bot Views Proxies.\" https:\/\/listingdock.com\/Computer-Software\/2600\/YouTube-Bot-Views-Proxies-Random-Referrer. Last accessed January 2016."},{"key":"e_1_3_2_1_36_1","volume-title":"Last accessed","author":"Online Video A Look Inside","year":"2016","unstructured":"Sysomos, \" A Look Inside Online Video Engagement - Part I.\" https:\/\/www.sysomos.com\/reports\/video, 2009. Last accessed January 2016 . Sysomos, \"A Look Inside Online Video Engagement - Part I.\" https:\/\/www.sysomos.com\/reports\/video, 2009. Last accessed January 2016."},{"key":"e_1_3_2_1_37_1","volume-title":"Last accessed","author":"Online Video","year":"2016","unstructured":"\" Online Video market share in the Alexa top 1M.\" http:\/\/www.datanyze.com\/market-share\/online-video\/, 2015. Last accessed January 2016 . \"Online Video market share in the Alexa top 1M.\" http:\/\/www.datanyze.com\/market-share\/online-video\/, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_38_1","volume-title":"Online Video Sites.\" http:\/\/www.nielsen.com\/us\/en\/insights\/news\/2012\/may-2012-top-u-s-online-video-sites.html. Last accessed","author":"May","year":"2016","unstructured":"Nielsen, \" May 2012 - Top U.S. Online Video Sites.\" http:\/\/www.nielsen.com\/us\/en\/insights\/news\/2012\/may-2012-top-u-s-online-video-sites.html. Last accessed January 2016 . Nielsen, \"May 2012 - Top U.S. Online Video Sites.\" http:\/\/www.nielsen.com\/us\/en\/insights\/news\/2012\/may-2012-top-u-s-online-video-sites.html. Last accessed January 2016."},{"key":"e_1_3_2_1_39_1","volume-title":"based on market share of visits.\" http:\/\/www.statista.com\/statistics\/266201\/us-market-share-of-leading-internet-video-portals\/","author":"\"Leading internet multimedia portals in the United States in August 2014","year":"2014","unstructured":"Statista, \"Leading internet multimedia portals in the United States in August 2014 , based on market share of visits.\" http:\/\/www.statista.com\/statistics\/266201\/us-market-share-of-leading-internet-video-portals\/ , 2014 . Last accessed January 2016. Statista, \"Leading internet multimedia portals in the United States in August 2014, based on market share of visits.\" http:\/\/www.statista.com\/statistics\/266201\/us-market-share-of-leading-internet-video-portals\/, 2014. Last accessed January 2016."},{"key":"e_1_3_2_1_40_1","volume-title":"Last accessed","author":"Comparison","year":"2016","unstructured":"\" Comparison of video hosting services.\" https:\/\/en.wikipedia.org\/wiki\/Comparison_of_video_hosting_services, 2015. Last accessed January 2016 . \"Comparison of video hosting services.\" https:\/\/en.wikipedia.org\/wiki\/Comparison_of_video_hosting_services, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_41_1","volume-title":"Last accessed","author":"Gayle D.","year":"2016","unstructured":"D. Gayle , \" YouTube cancels billions of music industry video views after finding they were fake or 'dead'.\" http:\/\/www.dailymail.co.uk\/sciencetech\/article-2254181\/YouTube-wipes-billions-video-views-finding-faked-music-industry.html, 2012. Last accessed January 2016 . D. Gayle, \"YouTube cancels billions of music industry video views after finding they were fake or 'dead'.\" http:\/\/www.dailymail.co.uk\/sciencetech\/article-2254181\/YouTube-wipes-billions-video-views-finding-faked-music-industry.html, 2012. Last accessed January 2016."},{"key":"e_1_3_2_1_42_1","volume-title":"Last accessed","author":"Help YouTube","year":"2016","unstructured":"YouTube Help , \" Views report.\" https:\/\/support.google.com\/youtube\/answer\/1714329. Last accessed January 2016 . YouTube Help, \"Views report.\" https:\/\/support.google.com\/youtube\/answer\/1714329. Last accessed January 2016."},{"key":"e_1_3_2_1_43_1","volume-title":"Last accessed","author":"Ad Performance","year":"2016","unstructured":"YouTube, \" Ad Performance report for partners.\" https:\/\/support.google.com\/youtube\/answer\/2423005?hl=en. Last accessed January 2016 . YouTube, \"Ad Performance report for partners.\" https:\/\/support.google.com\/youtube\/answer\/2423005?hl=en. Last accessed January 2016."},{"key":"e_1_3_2_1_44_1","volume-title":"Last accessed","author":"Get Advanced Statistics Vimeo","year":"2016","unstructured":"Vimeo, \" Vimeo - Get Advanced Statistics .\" http:\/\/vimeo.com\/stats. Last accessed January 2016 . Vimeo, \"Vimeo - Get Advanced Statistics.\" http:\/\/vimeo.com\/stats. Last accessed January 2016."},{"key":"e_1_3_2_1_45_1","unstructured":"\"Selenium webdriver.\" http:\/\/docs.seleniumhq.org\/projects\/webdriver\/.  \"Selenium webdriver.\" http:\/\/docs.seleniumhq.org\/projects\/webdriver\/."},{"key":"e_1_3_2_1_46_1","unstructured":"\"Squid proxy server.\" http:\/\/www.squid-cache.org\/.  \"Squid proxy server.\" http:\/\/www.squid-cache.org\/."},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1145\/956993.956995"},{"key":"e_1_3_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1145\/2068816.2068849"},{"key":"e_1_3_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1145\/2578260.2578263"},{"key":"e_1_3_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1145\/2736277.2741679"},{"key":"e_1_3_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/1298306.1298319"},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/1151659.1159947"},{"key":"e_1_3_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1145\/2872427.2882980"},{"key":"e_1_3_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1257\/aer.97.1.242"},{"key":"e_1_3_2_1_55_1","volume-title":"Last accessed","author":"Help AdWords","year":"2016","unstructured":"AdWords Help , \" About invalid traffic.\" https:\/\/support.google.com\/adwords\/answer\/2549113?ctx=tltp&hl=en. Last accessed January 2016 . AdWords Help, \"About invalid traffic.\" https:\/\/support.google.com\/adwords\/answer\/2549113?ctx=tltp&hl=en. Last accessed January 2016."},{"key":"e_1_3_2_1_56_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2011.2161615"},{"key":"e_1_3_2_1_57_1","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2008.299"},{"key":"e_1_3_2_1_58_1","volume-title":"Curran Associates","author":"Venkataraman S.","year":"2009","unstructured":"S. Venkataraman , A. Blum , D. Song , S. Sen , and O. Spatscheck , \" Tracking dynamic sources of malicious activity at internet scale,\" in NIPS , Curran Associates , Inc ., 2009 . S. Venkataraman, A. Blum, D. Song, S. Sen, and O. Spatscheck, \"Tracking dynamic sources of malicious activity at internet scale,\" in NIPS, Curran Associates, Inc., 2009."},{"key":"e_1_3_2_1_59_1","doi-asserted-by":"publisher","DOI":"10.3233\/JCS-2002-101-205"},{"key":"e_1_3_2_1_60_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-24693-0_63"},{"key":"e_1_3_2_1_61_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.bjp.2013.12.007"},{"key":"e_1_3_2_1_62_1","article-title":"Practical recommendations on crawling online social networks","volume":"29","author":"Gjoka M.","year":"2011","unstructured":"M. Gjoka , M. Kurant , C. Butts , and A. Markopoulou , \" Practical recommendations on crawling online social networks ,\" IEEE JSAC , vol. 29 , October 2011 . M. Gjoka, M. Kurant, C. Butts, and A. Markopoulou, \"Practical recommendations on crawling online social networks,\" IEEE JSAC, vol. 29, October 2011.","journal-title":"IEEE JSAC"},{"key":"e_1_3_2_1_63_1","volume-title":"Wide-scale botnet detection and characterization,\" USENIX HotBots","author":"Karasaridis A.","year":"2007","unstructured":"A. Karasaridis , B. Rexroad , and D. Hoeflin , \" Wide-scale botnet detection and characterization,\" USENIX HotBots , 2007 . A. Karasaridis, B. Rexroad, and D. Hoeflin, \"Wide-scale botnet detection and characterization,\" USENIX HotBots, 2007."},{"key":"e_1_3_2_1_64_1","doi-asserted-by":"publisher","DOI":"10.1145\/1402946.1402979"},{"key":"e_1_3_2_1_65_1","doi-asserted-by":"publisher","DOI":"10.1145\/1835449.1835522"},{"key":"e_1_3_2_1_66_1","doi-asserted-by":"publisher","DOI":"10.1109\/CNS.2013.6682691"},{"key":"e_1_3_2_1_67_1","doi-asserted-by":"publisher","DOI":"10.1145\/2030376.2030395"},{"key":"e_1_3_2_1_68_1","first-page":"2010","article-title":"The koobface botnet and the rise of social malware","author":"Thomas K.","year":"2010","unstructured":"K. Thomas and D. Nicol , \" The koobface botnet and the rise of social malware ,\" in MALWARE , 2010 , 2010 . K. Thomas and D. Nicol, \"The koobface botnet and the rise of social malware,\" in MALWARE, 2010, 2010.","journal-title":"MALWARE"},{"key":"e_1_3_2_1_69_1","volume-title":"Botmagnifier: Locating spambots on the internet.,\" in USENIX Security Symposium","author":"Stringhini G.","year":"2011","unstructured":"G. Stringhini , T. Holz , B. Stone-Gross , C. Kruegel , and G. Vigna , \" Botmagnifier: Locating spambots on the internet.,\" in USENIX Security Symposium , 2011 . G. Stringhini, T. Holz, B. Stone-Gross, C. Kruegel, and G. Vigna, \"Botmagnifier: Locating spambots on the internet.,\" in USENIX Security Symposium, 2011."},{"key":"e_1_3_2_1_70_1","doi-asserted-by":"publisher","DOI":"10.1145\/2590296.2590302"},{"key":"e_1_3_2_1_71_1","doi-asserted-by":"publisher","DOI":"10.1145\/2420950.2420969"},{"key":"e_1_3_2_1_72_1","doi-asserted-by":"publisher","DOI":"10.1145\/2076732.2076746"},{"key":"e_1_3_2_1_73_1","doi-asserted-by":"publisher","DOI":"10.1145\/1526709.1526784"},{"key":"e_1_3_2_1_74_1","doi-asserted-by":"publisher","DOI":"10.1145\/2382196.2382267"},{"key":"e_1_3_2_1_75_1","volume-title":"What's clicking what? techniques and innovations of today's clickbots,\" Springer-Verlag DIMVA","author":"Miller B.","year":"2011","unstructured":"B. Miller , P. Pearce , C. Grier , C. Kreibich , and V. Paxson , \" What's clicking what? techniques and innovations of today's clickbots,\" Springer-Verlag DIMVA , 2011 . B. Miller, P. Pearce, C. Grier, C. Kreibich, and V. Paxson, \"What's clicking what? techniques and innovations of today's clickbots,\" Springer-Verlag DIMVA, 2011."},{"key":"e_1_3_2_1_76_1","doi-asserted-by":"publisher","DOI":"10.1145\/2377677.2377715"},{"key":"e_1_3_2_1_77_1","volume-title":"No please, after you: Detecting fraud in affiliate marketing networks,\" WEIS","author":"Snyder P.","year":"2015","unstructured":"P. Snyder and C. Kanich , \" No please, after you: Detecting fraud in affiliate marketing networks,\" WEIS , 2015 . P. Snyder and C. Kanich, \"No please, after you: Detecting fraud in affiliate marketing networks,\" WEIS, 2015."},{"key":"e_1_3_2_1_78_1","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2015.17"},{"key":"e_1_3_2_1_79_1","doi-asserted-by":"publisher","DOI":"10.1145\/2660267.2687258"},{"key":"e_1_3_2_1_80_1","doi-asserted-by":"publisher","DOI":"10.1145\/2504730.2504748"},{"key":"e_1_3_2_1_81_1","volume-title":"Last accessed","author":"Cookson R.","year":"2016","unstructured":"R. Cookson , \" Google charges for YouTube ads even when viewed by robots.\" http:\/\/www.ft.com\/cms\/s\/0\/53ac3fd0--604e-11e5-a28b-50226830d644.html, 2015. Last accessed January 2016 . R. Cookson, \"Google charges for YouTube ads even when viewed by robots.\" http:\/\/www.ft.com\/cms\/s\/0\/53ac3fd0--604e-11e5-a28b-50226830d644.html, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_82_1","volume-title":"say researchers .\" http:\/\/www.theguardian.com\/technology\/2015\/sep\/23\/google-advertisers-fake-youtube-video-views-adwords-bot","author":"Quinn B.","year":"2015","unstructured":"B. Quinn , \" Google charges advertisers for fake YouTube video views , say researchers .\" http:\/\/www.theguardian.com\/technology\/2015\/sep\/23\/google-advertisers-fake-youtube-video-views-adwords-bot , 2015 . Last accessed January 2016. B. Quinn, \" Google charges advertisers for fake YouTube video views, say researchers .\" http:\/\/www.theguardian.com\/technology\/2015\/sep\/23\/google-advertisers-fake-youtube-video-views-adwords-bot, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_83_1","volume-title":"says study.\" http:\/\/uk.businessinsider.com\/google-charges-advertisers-for-robot-views-2015--9","author":"D'Onfro J.","year":"2015","unstructured":"J. D'Onfro , \" Google charges for YouTube ads even when it thinks a robot viewed them , says study.\" http:\/\/uk.businessinsider.com\/google-charges-advertisers-for-robot-views-2015--9 , 2015 . Last accessed January 2016. J. D'Onfro, \"Google charges for YouTube ads even when it thinks a robot viewed them, says study.\" http:\/\/uk.businessinsider.com\/google-charges-advertisers-for-robot-views-2015--9, 2015. Last accessed January 2016."},{"key":"e_1_3_2_1_84_1","volume-title":"Last accessed","author":"Rawlinson K.","year":"2016","unstructured":"K. Rawlinson , \" Google 'charges for YouTube adverts viewed by bots'.\" http:\/\/www.bbc.com\/news\/technology-34335971, 2015. Last accessed January 2016 . K. Rawlinson, \"Google 'charges for YouTube adverts viewed by bots'.\" http:\/\/www.bbc.com\/news\/technology-34335971, 2015. Last accessed January 2016."}],"event":{"name":"WWW '16: 25th International World Wide Web Conference","sponsor":["IW3C2 International World Wide Web Conference Committee","SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web"],"location":"Montr\u00e9al Qu\u00e9bec Canada","acronym":"WWW '16"},"container-title":["Proceedings of the 25th International Conference on World Wide Web"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2872427.2882980","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2872427.2882980","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:39:05Z","timestamp":1750221545000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2872427.2882980"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,4,11]]},"references-count":84,"alternative-id":["10.1145\/2872427.2882980","10.5555\/2872427"],"URL":"https:\/\/doi.org\/10.1145\/2872427.2882980","relation":{},"subject":[],"published":{"date-parts":[[2016,4,11]]},"assertion":[{"value":"2016-04-11","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}