{"id":65177,"date":"2018-11-27T15:06:56","date_gmt":"2018-11-27T15:06:56","guid":{"rendered":"http:\/\/www.sickgaming.net\/blog\/2018\/11\/27\/machine-learning-biased-models-and-finding-the-truth\/"},"modified":"2018-11-27T15:06:56","modified_gmt":"2018-11-27T15:06:56","slug":"machine-learning-biased-models-and-finding-the-truth","status":"publish","type":"post","link":"https:\/\/sickgaming.net\/blog\/2018\/11\/27\/machine-learning-biased-models-and-finding-the-truth\/","title":{"rendered":"Machine Learning, Biased Models, and Finding the Truth"},"content":{"rendered":"<div><img decoding=\"async\" src=\"http:\/\/www.sickgaming.net\/blog\/wp-content\/uploads\/2018\/11\/machine-learning-biased-models-and-finding-the-truth.jpg\" class=\"ff-og-image-inserted\" \/><\/div>\n<p>Machine learning and statistics are playing a pivotal role in finding the truth in human rights cases around the world \u2013 and serving as a voice for victims, Patrick Ball, director of Research for the Human Rights Data Analysis Group, told the audience at\u00a0<a href=\"https:\/\/events.linuxfoundation.org\/events\/open-source-summit-europe-2018\/\">Open Source Summit Europe<\/a>.<\/p>\n<p>Ball began his keynote, \u201cDigital Echoes: Understanding Mass Violence with Data and Statistics,\u201d with background on his career, which started in 1991 in El Salvador, building databases. While working with truth commissions from El Salvador to South Africa to East Timor, with international criminal tribunals as well as local groups searching for lost family members, he said, \u201cone of the things that we work with every single time is trying to figure out what the truth means.\u201d<\/p>\n<p>In the course of the work, \u201cwe\u2019re always facing people who apologize for mass violence. They tell us grotesque lies that they use to attempt to excuse this violence. They deny that it happened. They blame the victims. This is common, of course, in our world today.\u201d<\/p>\n<p>Human rights campaigns \u201cspeak with the moral voice of the victims,\u2019\u2019 he said. Therefore, it is critical that statistics, including machine learning, are accurate, Ball said.<\/p>\n<p>He gave three examples of when statistics and machine learning proved to be useful, and where they failed.<\/p>\n<p>Learn more and watch the complete presentation\u00a0at T<a href=\"https:\/\/www.linuxfoundation.org\/blog\/2018\/11\/machine-learning-biased-models-and-finding-the-truth\/\">he Linux Foundation<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning and statistics are playing a pivotal role in finding the truth in human rights cases around the world \u2013 and serving as a voice for victims, Patrick Ball, director of Research for the Human Rights Data Analysis Group, told the audience at\u00a0Open Source Summit Europe. Ball began his keynote, \u201cDigital Echoes: Understanding Mass [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":65178,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[40],"tags":[],"class_list":["post-65177","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-linux-freebsd-unix"],"_links":{"self":[{"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/posts\/65177","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/comments?post=65177"}],"version-history":[{"count":0,"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/posts\/65177\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/media\/65178"}],"wp:attachment":[{"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/media?parent=65177"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/categories?post=65177"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sickgaming.net\/blog\/wp-json\/wp\/v2\/tags?post=65177"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}