{"id":324,"date":"2018-09-26T14:59:28","date_gmt":"2018-09-26T09:29:28","guid":{"rendered":"https:\/\/cenacle.io\/?p=324"},"modified":"2018-09-26T14:59:28","modified_gmt":"2018-09-26T09:29:28","slug":"disease-spread-modelling","status":"publish","type":"post","link":"https:\/\/gk.palem.in\/articles\/disease-spread-modelling\/","title":{"rendered":"Disease spread modelling"},"content":{"rendered":"\n\nEpidemic outbreak detection is a key challenge in the healthcare domain for governing bodies.\n\n\n\n\n\n<em>Problem<\/em>:&nbsp; Customer needed a solution for predicting the probability and magnitude of disease outbreaks before they occur.\n\n\n\n\n\n<em>Methodology<\/em>: We created an innovative predictive analytics solutions with the below methodology:\n\n\n\n\n\n<ol class=\"wp-block-list\"><li>Pathogens are mapped to Etiology<\/li><li>Etiology progression modelled <br\/><img decoding=\"async\" src=\"https:\/\/res.cloudinary.com\/cenacle-cdn\/image\/upload\/v1543672088\/CenacleResearch\/blog\/images\/disease-modeling-etiology-progression.jpg\" title=\"Etiology Progression Modeling by Cenacle\"\/><\/li><li>Hierarchical Clustering of the states into outbreak regions<\/li><li>Inter-cluster and intra-cluster Bayesian outbreak probabilities calculated <br\/><img decoding=\"async\" src=\"https:\/\/res.cloudinary.com\/cenacle-cdn\/image\/upload\/v1543672062\/CenacleResearch\/blog\/images\/disease-modeling-statewise-etiology-distribution.jpg\" title=\"Statewise Etiology Distribution Modeling by Cenacle\"\/><\/li><\/ol>\n\n\n\n\n\n<em>Results<\/em>: ROC True vs False: 0.86666667\n\n\n\n\n\nKey concepts used: Hierarchical Clustering, Bayesian networks, SIRS, GAM Model, Decision Trees, Time-series modeling so on.\n\n\n\n\n\nDomain: Healthcare Analytics\n\n","protected":false},"excerpt":{"rendered":"<p>Cenacle offers healthcare solutions such as Disease Spread Modelling. By applying predictive analytics to disease incident reports, epidemics can be identified before they start to emerge.<\/p>\n","protected":false},"author":1,"featured_media":827,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_post_was_ever_published":false,"_cloudinary_featured_overwrite":false,"fifu_image_url":"https:\/\/res.cloudinary.com\/cenacle-cdn\/image\/upload\/v1543672088\/CenacleResearch\/blog\/images\/disease-modeling-etiology-progression.jpg","fifu_image_alt":"Disease spread modelling","footnotes":""},"categories":[50],"tags":[51,42,52],"class_list":["post-324","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-studies","tag-case-study","tag-healthcare","tag-predictive-analytics"],"jetpack_featured_media_url":"https:\/\/res.cloudinary.com\/cenacle-cdn\/image\/upload\/v1543672088\/CenacleResearch\/blog\/images\/disease-modeling-etiology-progression.jpg","jetpack-related-posts":[],"jetpack_shortlink":"https:\/\/wp.me\/pfLaRd-5e","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/posts\/324","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/comments?post=324"}],"version-history":[{"count":0,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/posts\/324\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/media\/827"}],"wp:attachment":[{"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/media?parent=324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/categories?post=324"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gk.palem.in\/articles\/wp-json\/wp\/v2\/tags?post=324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}