{"id":421,"date":"2020-08-31T08:19:47","date_gmt":"2020-08-31T08:19:47","guid":{"rendered":"http:\/\/digfut.demo-server.se\/?page_id=421"},"modified":"2024-08-22T09:13:04","modified_gmt":"2024-08-22T07:13:04","slug":"learning-and-sharing-under-privacy-constraints-dataleash","status":"publish","type":"page","link":"https:\/\/wpmu-tris.sys.kth.se\/digitalfutures\/research\/collaborative-projects\/completed-collaborative-projects\/learning-and-sharing-under-privacy-constraints-dataleash\/","title":{"rendered":"Learning and Sharing under Privacy constraints"},"content":{"rendered":"<p><em>Objective<\/em><br \/>\nIn the DataLEASH project, practically, we develop and test machine learning models, among other methods, to ensure the use of data without the risk of revealing people&#8217;s identities or allowing unwanted inferences about them. In a more theoretical approach, we aim at provable guarantees for privacy and take a holistic approach to the legal implications. This implies a quest for finding relevant rules and regulations and illuminating interpretation and application.<\/p>\n<p>The project consortium from KTH, SU, and RISE has a unique set-up in terms of an interdisciplinary and multidisciplinary profile among the researchers, combining perspectives from information theory, legal informatics, language processing, machine learning, cryptography, and systems security.<\/p>\n<div class=\"embed-wrapper\"><iframe loading=\"lazy\" title=\"Learning and Sharing under Privacy constraints (DataLEASH)\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/bA1Ixp-AsDA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<p><em><br \/>\nBackground<\/em><br \/>\nDigitalization has resulted in more and more data being generated and collected from various sources (such as health care, customer service, surveillance cameras, etc.). The data is valuable for processing and additional analysis to improve predictions and planning. Advances in machine learning have improved this kind of data analysis, while data-protection regulation such as the GDPR has introduced constraints, limiting what data can be used and for what purpose. There is, thus a tension between the utility of data and the privacy of the individuals the data is about.<\/p>\n<p><em>Cross-disciplinary collaboration<\/em><br \/>\nDataLEASH brings together researchers from the School of Electrical Engineering and Computer Science (EECS, KTH), the Department of Computer and Systems Sciences (DSV) and the Department of Law both at Stockholm University and from the Decisions, Network, and Analytics lab at RISE.<\/p>\n<p><strong>Watch the recorded presentation at Digitalize in Stockholm 2022 event:<\/strong><\/p>\n<div class=\"embed-wrapper\"><iframe loading=\"lazy\" title=\"Learning and Sharing under Privacy constraints DataLEASH - RESEARCH PROJECT\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/mJIT12tdgi8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.su.se\/english\/research\/research-projects\/dataleash-learning-and-sharing-under-privacy-constraints\"><strong>Link to DataLEASH website on Department of Computer and System Sciences (DSV) at Stockholm University<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Developing and testing methods for more open data. In practice, it will consist of risk analysis for privacy protection&#8230;<\/p>\n","protected":false},"author":41,"featured_media":1107,"parent":15832,"menu_order":281,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-421","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Learning and Sharing under Privacy constraints &#8212; Digital Futures<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Learning and Sharing under Privacy constraints &#8212; Digital Futures\" \/>\n<meta property=\"og:description\" content=\"Developing and testing methods for more open data. 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