{"id":20049,"date":"2025-01-09T13:26:58","date_gmt":"2025-01-09T13:26:58","guid":{"rendered":"https:\/\/dataforpublicgood.org.in\/?p=20049"},"modified":"2025-06-27T11:14:47","modified_gmt":"2025-06-27T11:14:47","slug":"find-thy-neighbourhood-privacy-preserving-local-clustering","status":"publish","type":"post","link":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/","title":{"rendered":"Find thy neighbourhood: Privacy-preserving local clustering."},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20049\" class=\"elementor elementor-20049\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2dac990 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2dac990\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-51804ec\" data-id=\"51804ec\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5ac4424 elementor-widget elementor-widget-text-editor\" data-id=\"5ac4424\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><em>December 2022<\/em><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-438085c elementor-widget elementor-widget-text-editor\" data-id=\"438085c\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h1>Find thy neighbourhood: Privacy-preserving local clustering<\/h1>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff9263c elementor-widget elementor-widget-text-editor\" data-id=\"ff9263c\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p style=\"color: blue;\"><strong>Authors<\/strong>: Koti, Nishat, Varsha Bhat Kukkala, Arpita Patra, and Bhavish Raj Gopal<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9514863 elementor-widget elementor-widget-text-editor\" data-id=\"9514863\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>Identifying a cluster around a seed node in a graph, termed local clustering, finds use in several applications, including fraud detection, targeted advertising, community detection, etc. However, performing local clustering is challenging when the graph is distributed among multiple data owners, which is further aggravated by the privacy concerns that arise in disclosing their view of the graph. This necessitates designing solutions for privacy-preserving local clustering and is addressed for the first time in the literature. We propose using the technique of secure multiparty computation (MPC) to achieve the same. Our local clustering algorithm is based on the heat kernel PageRank (HKPR) metric, which produces the best-known cluster quality. En route to our final solution, we have two important steps: (i) designing data-oblivious equivalent of the state-of-the-art algorithms for computing local clustering and HKPR values, and (ii) compiling the data-oblivious algorithms into its secure realisation via an MPC framework that supports operations over fixed-point arithmetic representation such as multiplication and division. Keeping efficiency in mind for large graphs, we choose the best-known honest-majority 3-party framework of SWIFT (Koti et al., USENIX&#8217;21) and enhance it with some of the necessary yet missing primitives, before using it for our purpose. We benchmark the performance of our secure protocols, and the reported run time showcases the practicality of the same. Further, we perform extensive experiments to evaluate the accuracy loss of our protocols. Compared to their cleartext counterparts, we observe that the results are comparable and thus showcase the practicality of the designed protocols.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85f0dee elementor-widget elementor-widget-text-editor\" data-id=\"85f0dee\" 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\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>Journal\/Conference<\/strong><\/p><p>PoPETS (2023)<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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-979fd33\" data-id=\"979fd33\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4ce5c30 elementor-widget elementor-widget-image\" data-id=\"4ce5c30\" 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<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"300\" src=\"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-content\/uploads\/2025\/01\/Find-thy-neighbourhood-Privacy-preserving-local-clustering.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c27cce3 elementor-button-success elementor-align-center elementor-widget elementor-widget-button\" data-id=\"c27cce3\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a href=\"https:\/\/www.researchgate.net\/publication\/369700853_Find_Thy_Neighbourhood_Privacy-Preserving_Local_Clustering\" target=\"_blank\" class=\"elementor-button-link elementor-button elementor-size-sm elementor-animation-shrink\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Know more<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3d308ba elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3d308ba\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e1458bc\" data-id=\"e1458bc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5229c9c elementor-widget elementor-widget-html\" data-id=\"5229c9c\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\n    .post-style-3 .entry-header {\n        display: none;\n    }\n    \n    h1 {\n        font-size:28px !important;\n        text-transform: inherit !important;\n    }\n    \n<\/style>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>","protected":false},"excerpt":{"rendered":"<p>December 2022 Find thy neighbourhood: Privacy-preserving local clustering Authors: Koti, Nishat, Varsha Bhat Kukkala, Arpita Patra, and Bhavish Raj Gopal Identifying a cluster around a seed node in a graph, termed local clustering, finds use in several applications, including fraud detection, targeted advertising, community detection, etc. However, performing local clustering is challenging when the graph is distributed among multiple data &hellip;<\/p>\n","protected":false},"author":2,"featured_media":20157,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[92],"tags":[],"class_list":["post-20049","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-privacy"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.12 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Find thy neighbourhood: Privacy-preserving local clustering. - Data for Public Good<\/title>\n<meta name=\"description\" content=\"Identifying a cluster around a seed node in a graph, termed local clustering, finds use in several applications, including fraud detection, targeted advertising, community detection, etc. However, performing local clustering is challenging when the graph is distributed among multiple data owners, which is further aggravated by the privacy concerns that arise in disclosing their view of the graph.\" \/>\n<meta name=\"robots\" content=\"noindex, nofollow\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Find thy neighbourhood: Privacy-preserving local clustering. - Data for Public Good\" \/>\n<meta property=\"og:description\" content=\"Identifying a cluster around a seed node in a graph, termed local clustering, finds use in several applications, including fraud detection, targeted advertising, community detection, etc. However, performing local clustering is challenging when the graph is distributed among multiple data owners, which is further aggravated by the privacy concerns that arise in disclosing their view of the graph.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/\" \/>\n<meta property=\"og:site_name\" content=\"Data for Public Good\" \/>\n<meta property=\"article:published_time\" content=\"2025-01-09T13:26:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-27T11:14:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-content\/uploads\/2025\/01\/Find-thy-neighbourhood-Privacy-preserving-local-clustering.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"400\" \/>\n\t<meta property=\"og:image:height\" content=\"300\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"CDPG\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@AgriDataXchange\" \/>\n<meta name=\"twitter:site\" content=\"@AgriDataXchange\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"CDPG\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/\"},\"author\":{\"name\":\"CDPG\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/#\/schema\/person\/c521da9a85ddb366900e8ab41c092fb4\"},\"headline\":\"Find thy neighbourhood: Privacy-preserving local clustering.\",\"datePublished\":\"2025-01-09T13:26:58+00:00\",\"dateModified\":\"2025-06-27T11:14:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/\"},\"wordCount\":281,\"publisher\":{\"@id\":\"https:\/\/dataforpublicgood.org.in\/#organization\"},\"articleSection\":[\"Data Privacy\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/\",\"url\":\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/\",\"name\":\"Find thy neighbourhood: Privacy-preserving local clustering. - Data for Public Good\",\"isPartOf\":{\"@id\":\"https:\/\/dataforpublicgood.org.in\/#website\"},\"datePublished\":\"2025-01-09T13:26:58+00:00\",\"dateModified\":\"2025-06-27T11:14:47+00:00\",\"description\":\"Identifying a cluster around a seed node in a graph, termed local clustering, finds use in several applications, including fraud detection, targeted advertising, community detection, etc. However, performing local clustering is challenging when the graph is distributed among multiple data owners, which is further aggravated by the privacy concerns that arise in disclosing their view of the graph.\",\"breadcrumb\":{\"@id\":\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/dataforpublicgood.org.in\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Find thy neighbourhood: Privacy-preserving local clustering.\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/#website\",\"url\":\"https:\/\/dataforpublicgood.org.in\/\",\"name\":\"Data for Public Good\",\"description\":\"Data for Public Good\",\"publisher\":{\"@id\":\"https:\/\/dataforpublicgood.org.in\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/dataforpublicgood.org.in\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/#organization\",\"name\":\"Data for Public Good\",\"url\":\"https:\/\/dataforpublicgood.org.in\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/adex.org.in\/wp-content\/uploads\/2022\/12\/adex-logo.png\",\"contentUrl\":\"https:\/\/adex.org.in\/wp-content\/uploads\/2022\/12\/adex-logo.png\",\"width\":720,\"height\":270,\"caption\":\"Data for Public Good\"},\"image\":{\"@id\":\"https:\/\/dataforpublicgood.org.in\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/twitter.com\/AgriDataXchange\",\"https:\/\/www.linkedin.com\/company\/agricultural-data-exchange\/?viewAsMember=true\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/#\/schema\/person\/c521da9a85ddb366900e8ab41c092fb4\",\"name\":\"CDPG\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/dataforpublicgood.org.in\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/07c2cc51f2149e714f30055318fd3fbb92c6e503091ab59827d9bd261e19342a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/07c2cc51f2149e714f30055318fd3fbb92c6e503091ab59827d9bd261e19342a?s=96&d=mm&r=g\",\"caption\":\"CDPG\"},\"url\":\"https:\/\/dataforpublicgood.org.in\/cdpg\/author\/iudx\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Find thy neighbourhood: Privacy-preserving local clustering. - Data for Public Good","description":"Identifying a cluster around a seed node in a graph, termed local clustering, finds use in several applications, including fraud detection, targeted advertising, community detection, etc. However, performing local clustering is challenging when the graph is distributed among multiple data owners, which is further aggravated by the privacy concerns that arise in disclosing their view of the graph.","robots":{"index":"noindex","follow":"nofollow"},"og_locale":"en_US","og_type":"article","og_title":"Find thy neighbourhood: Privacy-preserving local clustering. - Data for Public Good","og_description":"Identifying a cluster around a seed node in a graph, termed local clustering, finds use in several applications, including fraud detection, targeted advertising, community detection, etc. However, performing local clustering is challenging when the graph is distributed among multiple data owners, which is further aggravated by the privacy concerns that arise in disclosing their view of the graph.","og_url":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/","og_site_name":"Data for Public Good","article_published_time":"2025-01-09T13:26:58+00:00","article_modified_time":"2025-06-27T11:14:47+00:00","og_image":[{"width":400,"height":300,"url":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-content\/uploads\/2025\/01\/Find-thy-neighbourhood-Privacy-preserving-local-clustering.jpg","type":"image\/jpeg"}],"author":"CDPG","twitter_card":"summary_large_image","twitter_creator":"@AgriDataXchange","twitter_site":"@AgriDataXchange","twitter_misc":{"Written by":"CDPG","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/#article","isPartOf":{"@id":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/"},"author":{"name":"CDPG","@id":"https:\/\/dataforpublicgood.org.in\/#\/schema\/person\/c521da9a85ddb366900e8ab41c092fb4"},"headline":"Find thy neighbourhood: Privacy-preserving local clustering.","datePublished":"2025-01-09T13:26:58+00:00","dateModified":"2025-06-27T11:14:47+00:00","mainEntityOfPage":{"@id":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/"},"wordCount":281,"publisher":{"@id":"https:\/\/dataforpublicgood.org.in\/#organization"},"articleSection":["Data Privacy"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/","url":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/","name":"Find thy neighbourhood: Privacy-preserving local clustering. - Data for Public Good","isPartOf":{"@id":"https:\/\/dataforpublicgood.org.in\/#website"},"datePublished":"2025-01-09T13:26:58+00:00","dateModified":"2025-06-27T11:14:47+00:00","description":"Identifying a cluster around a seed node in a graph, termed local clustering, finds use in several applications, including fraud detection, targeted advertising, community detection, etc. However, performing local clustering is challenging when the graph is distributed among multiple data owners, which is further aggravated by the privacy concerns that arise in disclosing their view of the graph.","breadcrumb":{"@id":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/dataforpublicgood.org.in\/cdpg\/data-privacy\/find-thy-neighbourhood-privacy-preserving-local-clustering\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dataforpublicgood.org.in\/"},{"@type":"ListItem","position":2,"name":"Find thy neighbourhood: Privacy-preserving local clustering."}]},{"@type":"WebSite","@id":"https:\/\/dataforpublicgood.org.in\/#website","url":"https:\/\/dataforpublicgood.org.in\/","name":"Data for Public Good","description":"Data for Public Good","publisher":{"@id":"https:\/\/dataforpublicgood.org.in\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/dataforpublicgood.org.in\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/dataforpublicgood.org.in\/#organization","name":"Data for Public Good","url":"https:\/\/dataforpublicgood.org.in\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/dataforpublicgood.org.in\/#\/schema\/logo\/image\/","url":"https:\/\/adex.org.in\/wp-content\/uploads\/2022\/12\/adex-logo.png","contentUrl":"https:\/\/adex.org.in\/wp-content\/uploads\/2022\/12\/adex-logo.png","width":720,"height":270,"caption":"Data for Public Good"},"image":{"@id":"https:\/\/dataforpublicgood.org.in\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/twitter.com\/AgriDataXchange","https:\/\/www.linkedin.com\/company\/agricultural-data-exchange\/?viewAsMember=true"]},{"@type":"Person","@id":"https:\/\/dataforpublicgood.org.in\/#\/schema\/person\/c521da9a85ddb366900e8ab41c092fb4","name":"CDPG","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/dataforpublicgood.org.in\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/07c2cc51f2149e714f30055318fd3fbb92c6e503091ab59827d9bd261e19342a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/07c2cc51f2149e714f30055318fd3fbb92c6e503091ab59827d9bd261e19342a?s=96&d=mm&r=g","caption":"CDPG"},"url":"https:\/\/dataforpublicgood.org.in\/cdpg\/author\/iudx\/"}]}},"_links":{"self":[{"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/posts\/20049","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/comments?post=20049"}],"version-history":[{"count":19,"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/posts\/20049\/revisions"}],"predecessor-version":[{"id":22605,"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/posts\/20049\/revisions\/22605"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/media\/20157"}],"wp:attachment":[{"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/media?parent=20049"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/categories?post=20049"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dataforpublicgood.org.in\/cdpg\/wp-json\/wp\/v2\/tags?post=20049"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}