{"id":168249,"date":"2023-05-24T12:00:00","date_gmt":"2023-05-24T11:00:00","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=168249"},"modified":"2023-12-19T11:42:41","modified_gmt":"2023-12-19T10:42:41","slug":"data-anonymization-the-reliable-and-validated-method-of-octopize","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/data-anonymization-the-reliable-and-validated-method-of-octopize","title":{"rendered":"Data Anonymization, the Reliable and Validated Method of Octopize"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"168249\" class=\"elementor elementor-168249\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4857c16 e-flex e-con-boxed e-con\" data-id=\"4857c16\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-87fd6cc elementor-widget elementor-widget-heading\" data-id=\"87fd6cc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">To allow a freer use of personal data in medicine, the startup Octopize develops its Avatar method. A reliable technology capable of completely anonymizing data.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e9f779c e-flex e-con-boxed e-con\" data-id=\"e9f779c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-60e0c7f elementor-widget elementor-widget-heading\" data-id=\"60e0c7f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is Avatar?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b16a57 elementor-widget elementor-widget-text-editor\" data-id=\"5b16a57\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Published on <\/span><b>March 10<\/b><span style=\"font-weight: 400;\"> in an article in <\/span><a href=\"https:\/\/www.nature.com\/articles\/s41746-023-00771-5\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Nature Digital Medicine<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><b>Octopize<\/b><span style=\"font-weight: 400;\">, in collaboration with the University Hospital of Nantes, Nantes University, INSERM and \u00c9cole Centrale Nantes, explains how Avatar works.<\/span><\/p><p><span style=\"font-weight: 400;\">On the market, many methods claim to be able to<\/span><b> anonymize personal data<\/b><span style=\"font-weight: 400;\">. In reality, these data are only <\/span><b>pseudonymized<\/b><span style=\"font-weight: 400;\"> and run the risk of being re-identified. The Avatar method completely anonymizes the data and therefore <\/span><b>avoids<\/b><span style=\"font-weight: 400;\"> the risk of re-identification. By drawing on the individual&#8217;s data, <\/span><a href=\"https:\/\/datascientest.com\/en\/algorithm-what-is-it\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">the Avatar algorithm<\/span><\/a><span style=\"font-weight: 400;\"> generates new synthetic data centered on the owner. The result is an <\/span><b>anonymized avatar<\/b><span style=\"font-weight: 400;\"> created by specific methods that do not exist in other anonymization methodologies.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b32c61 elementor-widget elementor-widget-image\" data-id=\"8b32c61\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/05\/6215778_58081-1024x1024.jpg\" class=\"attachment-large size-large wp-image-168251\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/05\/6215778_58081-1024x1024.jpg 1024w, https:\/\/datascientest.com\/en\/files\/2023\/05\/6215778_58081-300x300.jpg 300w, https:\/\/datascientest.com\/en\/files\/2023\/05\/6215778_58081-150x150.jpg 150w, https:\/\/datascientest.com\/en\/files\/2023\/05\/6215778_58081-768x768.jpg 768w, https:\/\/datascientest.com\/en\/files\/2023\/05\/6215778_58081-1536x1536.jpg 1536w, https:\/\/datascientest.com\/en\/files\/2023\/05\/6215778_58081-2048x2048.jpg 2048w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c138a81 e-flex e-con-boxed e-con\" data-id=\"c138a81\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b0c55f3 elementor-widget elementor-widget-heading\" data-id=\"b0c55f3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How do we ensure that the data is anonymized?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e966a53 elementor-widget elementor-widget-text-editor\" data-id=\"e966a53\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">To ensure privacy, Avatar meets three criteria of <\/span><a href=\"https:\/\/www.cnil.fr\/fr\/le-comite-europeen-de-la-protection-des-donnees-cepd\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">the European Data Protection Committee<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">The first is <\/span><b>individualization<\/b><span style=\"font-weight: 400;\">. Avatars datasets are individualizable, so you can&#8217;t isolate an individual. The second criterion is <\/span><b>correlation<\/b><span style=\"font-weight: 400;\">; Avatar prevents two datasets about the same group of individuals from being linked. The last point is <\/span><b>the inference<\/b><span style=\"font-weight: 400;\">. This process blocks the ability to infer sensitive information about an individual.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">With Avatar&#8217;s non-personal data, <\/span><b>owners are free <\/b><span style=\"font-weight: 400;\">to publish their datasets in open data, or to use them. This data can then be used to train AI models, contribute to researching and statistical studies in medicine and <\/span><b>many other fields<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d93af50 elementor-widget elementor-widget-image\" data-id=\"d93af50\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"476\" src=\"https:\/\/datascientest.com\/en\/files\/2023\/05\/no-access-gd89fdd4d3_1280-1024x609.jpg\" class=\"attachment-large size-large wp-image-168252\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2023\/05\/no-access-gd89fdd4d3_1280-1024x609.jpg 1024w, https:\/\/datascientest.com\/en\/files\/2023\/05\/no-access-gd89fdd4d3_1280-300x178.jpg 300w, https:\/\/datascientest.com\/en\/files\/2023\/05\/no-access-gd89fdd4d3_1280-768x457.jpg 768w, https:\/\/datascientest.com\/en\/files\/2023\/05\/no-access-gd89fdd4d3_1280.jpg 1280w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-201769d elementor-widget elementor-widget-text-editor\" data-id=\"201769d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">This method could <\/span><b>satisfy <\/b><span style=\"font-weight: 400;\">the Data Protection Officer in charge of ensuring their company&#8217;s compliance with the RGPD. If you liked this article and if you are considering a career in Data Science, don&#8217;t hesitate to discover <\/span><a href=\"https:\/\/datascientest.com\/en\/blog-en\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">our articles<\/span><\/a><span style=\"font-weight: 400;\"> or <\/span><a href=\"https:\/\/datascientest.com\/en\/data-courses\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">our training offers<\/span><\/a><span style=\"font-weight: 400;\"> on DataScientest.<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Source : octopize.io<\/span><\/i><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>To allow a freer use of personal data in medicine, the startup Octopize develops its Avatar method. A reliable technology capable of completely anonymizing data. What is Avatar? Published on March 10 in an article in Nature Digital Medicine, Octopize, in collaboration with the University Hospital of Nantes, Nantes University, INSERM and \u00c9cole Centrale Nantes, [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":168250,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2417],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Anonymization, the Reliable and Validated Method of Octopize<\/title>\n<meta name=\"description\" content=\"To allow a freer use of personal data in medicine, the startup Octopize develops its Avatar method\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/en\/data-anonymization-the-reliable-and-validated-method-of-octopize\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Anonymization, the Reliable and Validated Method of Octopize\" \/>\n<meta property=\"og:description\" content=\"To allow a freer use of personal data in medicine, the startup Octopize develops its Avatar method. 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