{"id":27472,"date":"2023-10-16T11:16:38","date_gmt":"2023-10-16T11:16:38","guid":{"rendered":"https:\/\/www.preciouscloud.eu\/?page_id=27472"},"modified":"2023-10-16T11:20:29","modified_gmt":"2023-10-16T11:20:29","slug":"federated-learning-3","status":"publish","type":"page","link":"https:\/\/www.preciouscloud.eu\/?page_id=27472","title":{"rendered":"Virtual population\/Synthetic data generation"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"27472\" class=\"elementor elementor-27472\">\n\t\t\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-1190ef9 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1190ef9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-13ccdf1 layouts-column-align-inherit layouts-section-position-none\" data-id=\"13ccdf1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"hf-elementor-layout elementor-element elementor-element-d4f741a elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"d4f741a\" data-element_type=\"widget\" data-e-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 fetchpriority=\"high\" decoding=\"async\" width=\"353\" height=\"200\" src=\"https:\/\/www.preciouscloud.eu\/wp-content\/uploads\/2023\/10\/image.png\" class=\"attachment-large size-large wp-image-27474\" alt=\"\" srcset=\"https:\/\/www.preciouscloud.eu\/wp-content\/uploads\/2023\/10\/image.png 353w, https:\/\/www.preciouscloud.eu\/wp-content\/uploads\/2023\/10\/image-300x170.png 300w\" sizes=\"100vw\" \/>\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=\"hf-elementor-layout elementor-element elementor-element-e075fc4 elementor-widget elementor-widget-text-editor\" data-id=\"e075fc4\" data-element_type=\"widget\" data-e-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\t\t<div>Pezoulas, Vasileios C., et al. &#8220;A computational pipeline for data augmentation towards the improvement of disease classification and risk stratification models: A case study in two clinical domains.&#8221;\u00a0<i>Computers in Biology and Medicine<\/i>\u00a0134 (2021): 104520.<\/div><div>\u00a0<\/div>\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-c0084fe layouts-column-align-inherit layouts-section-position-none\" data-id=\"c0084fe\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"hf-elementor-layout elementor-element elementor-element-b456a92 elementor-widget elementor-widget-section_title\" data-id=\"b456a92\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"section_title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t<div class=\"left iq-title-box iq-title-default iq-title-box-1\">\n\t\t<div class=\"iq-title-icon\">\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<h2 class=\"iq-title\" >\n\t\t\tVirtual population\/Synthetic data generation\t\t<\/h2>\n\t\t\t<p class=\"iq-title-desc\">The PRECIOUS platform provides an advanced synthetic data generation and data augmentation service which aims: (i) to increase the population size for pharma research, where there is a reported lack for clinical trials, (ii) to increase the predictive power of the existing AI models for disease prediction and prevention. To this end, we focus on the use of machine learning algorithms towards the generation of high-quality synthetic data which can &#8220;mimic&#8221; the real data. The synthetic data are used: (i) for imputing real patient data, where the real missing data of a patient are replaced with the values of its optimal virtual patient profile (i.e., the virtual patient with the highest similarity), and (ii) to augment the real data and use them for ML training and validation.<\/p>\t<\/div>\n    \t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Pezoulas, Vasileios C., et al. &#8220;A computational pipeline for data augmentation towards the improvement of disease classification and risk stratification models: A case study in two clinical domains.&#8221;\u00a0Computers in Biology and Medicine\u00a0134 (2021): 104520. Virtual population\/Synthetic data generation The PRECIOUS platform provides an advanced synthetic data generation and data augmentation service which aims: (i) to [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-27472","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.preciouscloud.eu\/index.php?rest_route=\/wp\/v2\/pages\/27472","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.preciouscloud.eu\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.preciouscloud.eu\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.preciouscloud.eu\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.preciouscloud.eu\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=27472"}],"version-history":[{"count":6,"href":"https:\/\/www.preciouscloud.eu\/index.php?rest_route=\/wp\/v2\/pages\/27472\/revisions"}],"predecessor-version":[{"id":27479,"href":"https:\/\/www.preciouscloud.eu\/index.php?rest_route=\/wp\/v2\/pages\/27472\/revisions\/27479"}],"wp:attachment":[{"href":"https:\/\/www.preciouscloud.eu\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=27472"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}