{"id":35567,"date":"2022-07-24T12:45:45","date_gmt":"2022-07-24T12:45:45","guid":{"rendered":"https:\/\/zeru.com\/blog\/?p=35567"},"modified":"2022-07-24T12:45:46","modified_gmt":"2022-07-24T12:45:46","slug":"are-there-really-bots-on-twitter","status":"publish","type":"post","link":"https:\/\/zeru.com\/blog\/are-there-really-bots-on-twitter","title":{"rendered":"Are There Really Bots on Twitter?"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_43 counter-flat ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<p class=\"ez-toc-title\">Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69e9109951c4f\" class=\"cssicon\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><label for=\"ez-toc-cssicon-toggle-item-69e9109951c4f\"  class=\"cssiconcheckbox\">1<\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69e9109951c4f\" ><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/zeru.com\/blog\/are-there-really-bots-on-twitter\/#Are_There_Really_Bots_on_Twitter\" title=\"Are There Really Bots on Twitter?\">Are There Really Bots on Twitter?<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/zeru.com\/blog\/are-there-really-bots-on-twitter\/#Samuel_Woolley_argues_that_bots_are_not_inherently_bad\" title=\"Samuel Woolley argues that bots are not inherently bad\">Samuel Woolley argues that bots are not inherently bad<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/zeru.com\/blog\/are-there-really-bots-on-twitter\/#Twitters_measurement_of_bot_activity\" title=\"Twitter&#8217;s measurement of bot activity\">Twitter&#8217;s measurement of bot activity<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/zeru.com\/blog\/are-there-really-bots-on-twitter\/#Machine_learnings_ability_to_detect_bots\" title=\"Machine learning&#8217;s ability to detect bots\">Machine learning&#8217;s ability to detect bots<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/zeru.com\/blog\/are-there-really-bots-on-twitter\/#Elon_Musks_44bn_offer_to_buy_Twitter\" title=\"Elon Musk&#8217;s $44bn offer to buy Twitter\">Elon Musk&#8217;s $44bn offer to buy Twitter<\/a><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"Are_There_Really_Bots_on_Twitter\"><\/span>Are There Really Bots on Twitter?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><img decoding=\"async\" style=\"max-height:346px; width:auto; max-width:35% height:auto; margin:0px 10px;\" align=\"left\" alt=\"Are there really bots on twitter\" src=\"https:\/\/i.imgur.com\/tnc8Etq.jpg\">  <\/p>\n<p>The question of whether or not there are bots on Twitter continues to elicit debate. One article examines the debate over whether bots are inherently bad, while another examines Twitter&#8217;s ability to detect bot activity. In the end, Woolley argues that bots aren&#8217;t necessarily bad, and discusses Elon Musk&#8217;s $44 billion offer to buy the social network. In both cases, the answer to this question is likely to vary from person to person.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Samuel_Woolley_argues_that_bots_are_not_inherently_bad\"><\/span>Samuel Woolley argues that bots are not inherently bad<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Elon Musk and others are complaining about the use of bots and fake accounts on Twitter. Twitter responded by offering full data hoses to account owners. But the conversation is focused on the wrong thing: bots aren&#8217;t inherently bad. Bots are a useful tool in automating Twitter accounts. And Samuel Woolley argues that bots on Twitter aren&#8217;t bad, at all.<\/p>\n<p>The social media companies have long advertised themselves as places for free speech and political conversation. While celebrities are permitted to deploy automation to spread their views and political messages, users should be free to use bots to disseminate their beliefs. The paper argues that bots on Twitter pose less of a threat than overregulation of these platforms. But the authors acknowledge that this isn&#8217;t the final word.<\/p>\n<p>Bots have a place online. In the early days of online MUD games, simple autonomous agents played a key role. But as the Internet developed, bots became ubiquitous. And while bots were regarded as &#8220;bad&#8221; in the early days, they have subsequently become a vital part of the internet&#8217;s culture and economy. Samuel Woolley argues that bots on Twitter are not inherently bad and can help us better understand the way we interact with them.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Twitters_measurement_of_bot_activity\"><\/span>Twitter&#8217;s measurement of bot activity<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Twitter recently changed the way it measures bot activity to better detect spammers. It now tracks the number of tweets that each account sends out, along with information about the device and user accounts. Its legal team argues that the data stream is vital to the company&#8217;s understanding of bot and spam activity and is necessary for the proper functioning of its platform. But despite the new rules, there is a good reason why Twitter has changed its measurement of bot activity.<\/p>\n<p>The current system only measures 10 percent of bot accounts, and that is less than what is considered &#8220;human activity.&#8221; Even then, the numbers are alarming: 80 percent of bot accounts were created in the first six months of 2018, while only 10 percent were created in the last six months of 2018. Nevertheless, this finding is encouraging, as it confirms the importance of human activity in the development of bots. Further, the new system does not include the presence of a third party in bot activities, which raises the question of whether bots are real users or just automated accounts.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Machine_learnings_ability_to_detect_bots\"><\/span>Machine learning&#8217;s ability to detect bots<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Among the many benefits of machine learning, the detection of bots on Twitter is one of them. In this study, researchers developed an algorithm that uses the probability distribution of DNA sequences as a way to identify bots. The system then uses relative entropy to determine the distance between different distributions, and experiments on real Twitter data showed that this approach outperformed existing approaches. Bot detection is a crucial aspect of combating misinformation and protecting online disclosures.<\/p>\n<p>A strong candidate splitting point is a threshold value that can detect all correlated bots with similar characteristics. This threshold is known as the optimal decision threshold, and it was found to be 0.12.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Elon_Musks_44bn_offer_to_buy_Twitter\"><\/span>Elon Musk&#8217;s $44bn offer to buy Twitter<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Elon Musk has terminated his $44 billion bid to buy Twitter after the company refused to comply with multiple merger agreement provisions. The company failed to disclose several fake accounts that it said were affecting the value of the company. The company&#8217;s chairman has said that the platform will take legal action to enforce the agreement. Elon Musk&#8217;s lawyers say the company&#8217;s failure to comply with multiple requests for information is likely to result in a material adverse effect on Twitter.<\/p>\n<p>As the largest individual user of Twitter, Musk has been vocal about his desire to take the company private and push for various reforms. He vowed to rid the platform of bots and fake accounts. He also promised to transition the company&#8217;s revenue model from advertising. Musk&#8217;s announcement on 13 May split Twitter users and employees. He claimed that only 20% of the company&#8217;s users were spammers, but demanded to see proof of a lower figure.<\/p>\n<p> <iframe width=\"487\" height=\"272\" frameborder=\"0\" src=\"https:\/\/www.youtube.com\/embed\/2z7UzVdctD0\" allowfullscreen=\"true\" style=\"margin:0px auto; display: block;\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Are There Really Bots on Twitter? The question of whether or not there are bots on Twitter continues to elicit debate. One article examines the debate over whether bots are inherently bad, while another examines Twitter&#8217;s ability to detect bot activity. In the end, Woolley argues that bots aren&#8217;t necessarily bad, and discusses Elon Musk&#8217;s [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":36701,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":[],"categories":[4],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v19.7 (Yoast SEO v21.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Are There Really Bots on Twitter? - Zeru<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/zeru.com\/blog\/are-there-really-bots-on-twitter\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Are There Really Bots on Twitter?\" \/>\n<meta property=\"og:description\" content=\"Are There Really Bots on Twitter? 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