[{"id":17,"date":"2009-09-03T10:23:34","date_gmt":"2009-09-03T15:23:34","guid":{"rendered":"https:\/\/ualrprd.wpengine.com\/eriq\/?page_id=17"},"modified":"2024-09-25T08:50:24","modified_gmt":"2024-09-25T13:50:24","slug":"welcome","status":"publish","type":"page","link":"https:\/\/ualr.edu\/eriq\/","title":{"rendered":"Advancing Research"},"content":{"rendered":"\n<p>The Center for Advanced Research in Entity Resolution and Information Quality (ERIQ) was established to advance research and best practices in the areas of entity and identity resolution and information quality. Housed in the George W. Donaghey College of Engineering and Information Technology (EIT) at the <a title=\"UARL\" href=\"https:\/\/ualr.edu\/\">University of Arkansas at Little Rock<\/a>, the Center was established in 2006 to support research and advanced studies by the faculty, students, and <a title=\"Partners Page\" href=\"https:\/\/ualr.edu\/eriq\/partners\/\">research partners<\/a> of the UA Little Rock&nbsp;<a title=\"Grad Program\" href=\"https:\/\/ualr.edu\/informationquality\/\">Information Quality Graduate Program.<\/a> In 2009, the Center was designated as a statewide research center by the Arkansas Department of Higher Education.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-entity-resolution\">Entity Resolution<\/h2>\n\n\n\n<p>Entity Resolution (ER) is the process of determining whether two references to real-world objects in an information system are referring to the same object or to different objects. ER is not just an academic exercise. Without ER, hospital care can suffer because records created by different health care providers are not brought together into a single patient history, law enforcement efforts can fail because prior arrest records and incident reports for a suspect have not been properly linked together, and companies lose millions of dollars each day in opportunity costs, poor customer relations, and fraud because they fail to bring together a complete picture of interactions with their customers and suppliers.<\/p>\n\n\n\n<p>ER is the key to successful master data management (MDM) and entity-based data integration (EBDI). ER also falls within the discipline of information quality (IQ). IQ is about maximizing the value and minimizing the risks of an organization\u2019s information assets and assuring the information products produced by the organization will create value for the customers who use them. Without effective IQ management, ER processes are less effective because of inaccurate, incomplete, and inconsistent entity reference information. Conversely, ER is a critical step in producing trusted, high-quality information products.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-mission\">Mission<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Advance the body of research and best practices in entity resolution and information quality,<\/li>\n\n\n\n<li>Conduct collaborative applied research with industry and government partners.<\/li>\n\n\n\n<li>Investigate how best practices in commercial entity and identity resolution can be adapted to the unique needs of the government, especially as it relates to law enforcement and anti-terrorism,<\/li>\n\n\n\n<li>Provide research opportunities for faculty and students participating in UA Little Rock Information Quality MS and PhD programs and other EIT Graduate Programs<\/li>\n\n\n\n<li>Incubate new businesses related to data integration, entity resolution, and information quality.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>The Center for Advanced Research in Entity Resolution and Information Quality (ERIQ) was established to advance research and best practices in the areas of entity and identity resolution and information <a href=\"https:\/\/ualr.edu\/eriq\/\" class=\"more-link\">&#8230;<span class=\"screen-reader-text\">  Advancing Research<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-17","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Center for Entity Resolution and Information Quality - UA Little Rock<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ualr.edu\/eriq\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Advancing Research\" \/>\n<meta property=\"og:description\" content=\"The Center for Advanced Research in Entity Resolution and Information Quality (ERIQ) was established to advance research and best practices in the areas of entity and identity resolution and information ... Advancing Research\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ualr.edu\/eriq\/\" \/>\n<meta property=\"og:site_name\" content=\"Center for Entity Resolution and Information Quality\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/UALittleRock\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-09-25T13:50:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-social.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"name\":\"Center for Entity Resolution and Information Quality - UA Little Rock\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#website\"},\"datePublished\":\"2009-09-03T15:23:34+00:00\",\"dateModified\":\"2024-09-25T13:50:24+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Advancing Research\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#website\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"name\":\"Center for Entity Resolution and Information Quality\",\"description\":\"UA Little Rock\",\"publisher\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#organization\",\"name\":\"UA Little Rock\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/wp-content\\\/uploads\\\/sites\\\/38\\\/2024\\\/09\\\/ua-little-rock-logo-yoast.png\",\"contentUrl\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/wp-content\\\/uploads\\\/sites\\\/38\\\/2024\\\/09\\\/ua-little-rock-logo-yoast.png\",\"width\":696,\"height\":696,\"caption\":\"UA Little Rock\"},\"image\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/UALittleRock\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/ualrvideo\",\"https:\\\/\\\/www.linkedin.com\\\/school\\\/university-of-arkansas-at-little-rock\\\/\",\"https:\\\/\\\/www.instagram.com\\\/ualr\\\/\"],\"description\":\"The University of Arkansas at Little Rock is a metropolitan research university that provides an accessible, quality education through flexible learning and unparalleled internship opportunities.\",\"email\":\"ask@ualr.edu\",\"telephone\":\"501-916-3000\",\"legalName\":\"UA Little Rock\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Center for Entity Resolution and Information Quality - UA Little Rock","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ualr.edu\/eriq\/","og_locale":"en_US","og_type":"article","og_title":"Advancing Research","og_description":"The Center for Advanced Research in Entity Resolution and Information Quality (ERIQ) was established to advance research and best practices in the areas of entity and identity resolution and information ... Advancing Research","og_url":"https:\/\/ualr.edu\/eriq\/","og_site_name":"Center for Entity Resolution and Information Quality","article_publisher":"https:\/\/www.facebook.com\/UALittleRock\/","article_modified_time":"2024-09-25T13:50:24+00:00","og_image":[{"width":1200,"height":630,"url":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-social.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/ualr.edu\/eriq\/","url":"https:\/\/ualr.edu\/eriq\/","name":"Center for Entity Resolution and Information Quality - UA Little Rock","isPartOf":{"@id":"https:\/\/ualr.edu\/eriq\/#website"},"datePublished":"2009-09-03T15:23:34+00:00","dateModified":"2024-09-25T13:50:24+00:00","breadcrumb":{"@id":"https:\/\/ualr.edu\/eriq\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ualr.edu\/eriq\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/ualr.edu\/eriq\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ualr.edu\/eriq\/"},{"@type":"ListItem","position":2,"name":"Advancing Research"}]},{"@type":"WebSite","@id":"https:\/\/ualr.edu\/eriq\/#website","url":"https:\/\/ualr.edu\/eriq\/","name":"Center for Entity Resolution and Information Quality","description":"UA Little Rock","publisher":{"@id":"https:\/\/ualr.edu\/eriq\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ualr.edu\/eriq\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ualr.edu\/eriq\/#organization","name":"UA Little Rock","url":"https:\/\/ualr.edu\/eriq\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ualr.edu\/eriq\/#\/schema\/logo\/image\/","url":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-logo-yoast.png","contentUrl":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-logo-yoast.png","width":696,"height":696,"caption":"UA Little Rock"},"image":{"@id":"https:\/\/ualr.edu\/eriq\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/UALittleRock\/","https:\/\/www.youtube.com\/user\/ualrvideo","https:\/\/www.linkedin.com\/school\/university-of-arkansas-at-little-rock\/","https:\/\/www.instagram.com\/ualr\/"],"description":"The University of Arkansas at Little Rock is a metropolitan research university that provides an accessible, quality education through flexible learning and unparalleled internship opportunities.","email":"ask@ualr.edu","telephone":"501-916-3000","legalName":"UA Little Rock"}]}},"_links":{"self":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/17","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/comments?post=17"}],"version-history":[{"count":1,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/17\/revisions"}],"predecessor-version":[{"id":512,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/17\/revisions\/512"}],"wp:attachment":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/media?parent=17"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}},{"id":10,"date":"2007-01-29T19:26:10","date_gmt":"2007-01-30T01:26:10","guid":{"rendered":"https:\/\/ualrprd.wpengine.com\/eriq\/?page_id=10"},"modified":"2024-09-25T08:50:29","modified_gmt":"2024-09-25T13:50:29","slug":"researchers","status":"publish","type":"page","link":"https:\/\/ualr.edu\/eriq\/researchers\/","title":{"rendered":"People"},"content":{"rendered":"\n<p><strong>Executive Director<\/strong><br>\nDr. John R. Talburt, Acxiom Chair of Information Quality, UA Little Rock Department of Information Science<\/p>\n\n\n\n<p><strong>Industry, Research, and Government Advisory Board<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dr. Greg Holland, Arkansas Research Center<\/li>\n\n\n\n<li>Dr. Salomon De Jager, Pilog Group and PiLog Academy<\/li>\n<\/ul>\n\n\n\n<p><strong>Senior Research Associates<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dr. Cheng Chen, Google<\/li>\n\n\n\n<li>Leon Claassens, PiLog South Africa<\/li>\n\n\n\n<li>Dr. Xinming Li, Walmart Corp<\/li>\n\n\n\n<li>Dr. Eric Nelson, Acxiom Corporation<\/li>\n\n\n\n<li>Dr. Daniel Pullen, Noetic Partners<\/li>\n\n\n\n<li>Steve Sieloff, Valid<\/li>\n\n\n\n<li>Imad Syed, PiLog India<\/li>\n\n\n\n<li>Dr. Bingyi Zhong, Walmart Corp<\/li>\n<\/ul>\n\n\n\n<p><strong>Research Assistants<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list n8H08c UVNKR\">\n<li>Awaad Alsarkhi<\/li>\n\n\n\n<li>Kris Anderson<\/li>\n\n\n\n<li>Shahnawaz Kapadia<\/li>\n\n\n\n<li>Dr. MaryEtta Morris<\/li>\n\n\n\n<li>Pradeep Parmar<\/li>\n\n\n\n<li>Purviben Parmar<\/li>\n\n\n\n<li>Sneha Pothamshetty<\/li>\n\n\n\n<li>Abdus Sidiqque<\/li>\n\n\n\n<li>James True<\/li>\n\n\n\n<li>Xingqiao Wang<\/li>\n\n\n\n<li>Yanbin Ye<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Executive Director Dr. John R. Talburt, Acxiom Chair of Information Quality, UA Little Rock Department of Information Science Industry, Research, and Government Advisory Board Senior Research Associates Research Assistants<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-10","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>People - Center for Entity Resolution and Information Quality - UA Little Rock<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ualr.edu\/eriq\/researchers\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"People\" \/>\n<meta property=\"og:description\" content=\"Executive Director Dr. John R. Talburt, Acxiom Chair of Information Quality, UA Little Rock Department of Information Science Industry, Research, and Government Advisory Board Senior Research Associates Research Assistants\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ualr.edu\/eriq\/researchers\/\" \/>\n<meta property=\"og:site_name\" content=\"Center for Entity Resolution and Information Quality\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/UALittleRock\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-09-25T13:50:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-social.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/researchers\\\/\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/researchers\\\/\",\"name\":\"People - Center for Entity Resolution and Information Quality - UA Little Rock\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#website\"},\"datePublished\":\"2007-01-30T01:26:10+00:00\",\"dateModified\":\"2024-09-25T13:50:29+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/researchers\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ualr.edu\\\/eriq\\\/researchers\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/researchers\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"People\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#website\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"name\":\"Center for Entity Resolution and Information Quality\",\"description\":\"UA Little Rock\",\"publisher\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#organization\",\"name\":\"UA Little Rock\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/wp-content\\\/uploads\\\/sites\\\/38\\\/2024\\\/09\\\/ua-little-rock-logo-yoast.png\",\"contentUrl\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/wp-content\\\/uploads\\\/sites\\\/38\\\/2024\\\/09\\\/ua-little-rock-logo-yoast.png\",\"width\":696,\"height\":696,\"caption\":\"UA Little Rock\"},\"image\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/UALittleRock\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/ualrvideo\",\"https:\\\/\\\/www.linkedin.com\\\/school\\\/university-of-arkansas-at-little-rock\\\/\",\"https:\\\/\\\/www.instagram.com\\\/ualr\\\/\"],\"description\":\"The University of Arkansas at Little Rock is a metropolitan research university that provides an accessible, quality education through flexible learning and unparalleled internship opportunities.\",\"email\":\"ask@ualr.edu\",\"telephone\":\"501-916-3000\",\"legalName\":\"UA Little Rock\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"People - Center for Entity Resolution and Information Quality - UA Little Rock","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ualr.edu\/eriq\/researchers\/","og_locale":"en_US","og_type":"article","og_title":"People","og_description":"Executive Director Dr. John R. Talburt, Acxiom Chair of Information Quality, UA Little Rock Department of Information Science Industry, Research, and Government Advisory Board Senior Research Associates Research Assistants","og_url":"https:\/\/ualr.edu\/eriq\/researchers\/","og_site_name":"Center for Entity Resolution and Information Quality","article_publisher":"https:\/\/www.facebook.com\/UALittleRock\/","article_modified_time":"2024-09-25T13:50:29+00:00","og_image":[{"width":1200,"height":630,"url":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-social.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/ualr.edu\/eriq\/researchers\/","url":"https:\/\/ualr.edu\/eriq\/researchers\/","name":"People - Center for Entity Resolution and Information Quality - UA Little Rock","isPartOf":{"@id":"https:\/\/ualr.edu\/eriq\/#website"},"datePublished":"2007-01-30T01:26:10+00:00","dateModified":"2024-09-25T13:50:29+00:00","breadcrumb":{"@id":"https:\/\/ualr.edu\/eriq\/researchers\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ualr.edu\/eriq\/researchers\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/ualr.edu\/eriq\/researchers\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ualr.edu\/eriq\/"},{"@type":"ListItem","position":2,"name":"People"}]},{"@type":"WebSite","@id":"https:\/\/ualr.edu\/eriq\/#website","url":"https:\/\/ualr.edu\/eriq\/","name":"Center for Entity Resolution and Information Quality","description":"UA Little Rock","publisher":{"@id":"https:\/\/ualr.edu\/eriq\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ualr.edu\/eriq\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ualr.edu\/eriq\/#organization","name":"UA Little Rock","url":"https:\/\/ualr.edu\/eriq\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ualr.edu\/eriq\/#\/schema\/logo\/image\/","url":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-logo-yoast.png","contentUrl":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-logo-yoast.png","width":696,"height":696,"caption":"UA Little Rock"},"image":{"@id":"https:\/\/ualr.edu\/eriq\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/UALittleRock\/","https:\/\/www.youtube.com\/user\/ualrvideo","https:\/\/www.linkedin.com\/school\/university-of-arkansas-at-little-rock\/","https:\/\/www.instagram.com\/ualr\/"],"description":"The University of Arkansas at Little Rock is a metropolitan research university that provides an accessible, quality education through flexible learning and unparalleled internship opportunities.","email":"ask@ualr.edu","telephone":"501-916-3000","legalName":"UA Little Rock"}]}},"_links":{"self":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/10","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/comments?post=10"}],"version-history":[{"count":0,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/10\/revisions"}],"wp:attachment":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/media?parent=10"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}},{"id":7,"date":"2006-12-05T12:31:33","date_gmt":"2006-12-05T17:31:33","guid":{"rendered":"https:\/\/ualrprd.wpengine.com\/eriq\/?page_id=7"},"modified":"2024-09-25T08:50:32","modified_gmt":"2024-09-25T13:50:32","slug":"partners","status":"publish","type":"page","link":"https:\/\/ualr.edu\/eriq\/partners\/","title":{"rendered":"Partners"},"content":{"rendered":"\n<p><strong>Collaborators<br>\n<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"http:\/\/noeticpartners.com\/\">Noetic Partners<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/piloggroup.com\/\">PiLog Group and Pilog Academy<\/a><\/li>\n\n\n\n<li><a title=\"Information Science Dept\" href=\"https:\/\/ualr.edu\/informationscience\/\">UA Little Rock Department of Information Science<\/a><\/li>\n\n\n\n<li><a title=\"EAC\" href=\"https:\/\/ualr.edu\/emerginganalytics\/\">UA Little Rock Emerging Analytics Center<\/a><\/li>\n\n\n\n<li><a title=\"Information Quality\" href=\"https:\/\/ualr.edu\/informationquality\/\">UA Little Rock Information Quality Graduate Program<\/a><\/li>\n\n\n\n<li><a title=\"UAMS Biomedical Informatics\" href=\"http:\/\/dbmi.uams.edu\/\">University of Arkansas for Medical Sciences, Biomedical Informatics<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Collaborators<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":50,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-7","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Partners - Center for Entity Resolution and Information Quality - UA Little Rock<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ualr.edu\/eriq\/partners\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Partners\" \/>\n<meta property=\"og:description\" content=\"Collaborators\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ualr.edu\/eriq\/partners\/\" \/>\n<meta property=\"og:site_name\" content=\"Center for Entity Resolution and Information Quality\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/UALittleRock\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-09-25T13:50:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-social.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/partners\\\/\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/partners\\\/\",\"name\":\"Partners - Center for Entity Resolution and Information Quality - UA Little Rock\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#website\"},\"datePublished\":\"2006-12-05T17:31:33+00:00\",\"dateModified\":\"2024-09-25T13:50:32+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/partners\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ualr.edu\\\/eriq\\\/partners\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/partners\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Partners\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#website\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"name\":\"Center for Entity Resolution and Information Quality\",\"description\":\"UA Little Rock\",\"publisher\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#organization\",\"name\":\"UA Little Rock\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/wp-content\\\/uploads\\\/sites\\\/38\\\/2024\\\/09\\\/ua-little-rock-logo-yoast.png\",\"contentUrl\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/wp-content\\\/uploads\\\/sites\\\/38\\\/2024\\\/09\\\/ua-little-rock-logo-yoast.png\",\"width\":696,\"height\":696,\"caption\":\"UA Little Rock\"},\"image\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/UALittleRock\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/ualrvideo\",\"https:\\\/\\\/www.linkedin.com\\\/school\\\/university-of-arkansas-at-little-rock\\\/\",\"https:\\\/\\\/www.instagram.com\\\/ualr\\\/\"],\"description\":\"The University of Arkansas at Little Rock is a metropolitan research university that provides an accessible, quality education through flexible learning and unparalleled internship opportunities.\",\"email\":\"ask@ualr.edu\",\"telephone\":\"501-916-3000\",\"legalName\":\"UA Little Rock\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Partners - Center for Entity Resolution and Information Quality - UA Little Rock","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ualr.edu\/eriq\/partners\/","og_locale":"en_US","og_type":"article","og_title":"Partners","og_description":"Collaborators","og_url":"https:\/\/ualr.edu\/eriq\/partners\/","og_site_name":"Center for Entity Resolution and Information Quality","article_publisher":"https:\/\/www.facebook.com\/UALittleRock\/","article_modified_time":"2024-09-25T13:50:32+00:00","og_image":[{"width":1200,"height":630,"url":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-social.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/ualr.edu\/eriq\/partners\/","url":"https:\/\/ualr.edu\/eriq\/partners\/","name":"Partners - Center for Entity Resolution and Information Quality - UA Little Rock","isPartOf":{"@id":"https:\/\/ualr.edu\/eriq\/#website"},"datePublished":"2006-12-05T17:31:33+00:00","dateModified":"2024-09-25T13:50:32+00:00","breadcrumb":{"@id":"https:\/\/ualr.edu\/eriq\/partners\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ualr.edu\/eriq\/partners\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/ualr.edu\/eriq\/partners\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ualr.edu\/eriq\/"},{"@type":"ListItem","position":2,"name":"Partners"}]},{"@type":"WebSite","@id":"https:\/\/ualr.edu\/eriq\/#website","url":"https:\/\/ualr.edu\/eriq\/","name":"Center for Entity Resolution and Information Quality","description":"UA Little Rock","publisher":{"@id":"https:\/\/ualr.edu\/eriq\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ualr.edu\/eriq\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ualr.edu\/eriq\/#organization","name":"UA Little Rock","url":"https:\/\/ualr.edu\/eriq\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ualr.edu\/eriq\/#\/schema\/logo\/image\/","url":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-logo-yoast.png","contentUrl":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-logo-yoast.png","width":696,"height":696,"caption":"UA Little Rock"},"image":{"@id":"https:\/\/ualr.edu\/eriq\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/UALittleRock\/","https:\/\/www.youtube.com\/user\/ualrvideo","https:\/\/www.linkedin.com\/school\/university-of-arkansas-at-little-rock\/","https:\/\/www.instagram.com\/ualr\/"],"description":"The University of Arkansas at Little Rock is a metropolitan research university that provides an accessible, quality education through flexible learning and unparalleled internship opportunities.","email":"ask@ualr.edu","telephone":"501-916-3000","legalName":"UA Little Rock"}]}},"_links":{"self":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/7","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/comments?post=7"}],"version-history":[{"count":0,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/7\/revisions"}],"wp:attachment":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/media?parent=7"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}},{"id":191,"date":"2006-12-05T12:17:14","date_gmt":"2006-12-05T17:17:14","guid":{"rendered":"https:\/\/ualrprd.wpengine.com\/eriq\/?page_id=4"},"modified":"2024-09-25T08:50:36","modified_gmt":"2024-09-25T13:50:36","slug":"projects","status":"publish","type":"page","link":"https:\/\/ualr.edu\/eriq\/projects\/","title":{"rendered":"Current Projects"},"content":{"rendered":"\n<p><strong>OYSTER &#8211; Open SYstem for Entity Resolution<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: John R. Talburt<br>\nAn ongoing project, OYSTER has been the primary ER research platform for the ERIQ Center since 2009. Originally developed as a demonstration tool for teaching the principles of ER, it has grown to be a useful and widely adopted open source system. Originally posted on SourceForge.net as project &#8220;OysterER&#8221;, it has more than 7,600 downloads. OYSTER has now moved to BitBucket.net under the same project name &#8220;OysterER.&#8221;<\/p>\n\n\n\n<p><strong>PiLog Master Data Management Research and Development<\/strong><br>\nSponsor: PiLog Group<br>\nProject Leader: John Talburt; Team Members: Leon Claassens, Purvi Parmar<br>\nResearch and development to adapt and migrate existing relational database MDM tools into the distributed computing environment.<\/p>\n\n\n\n<p><strong>OFFER &#8211; An Open Framework for Entity Resolution<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: James True<\/p>\n\n\n\n<p>OFFER is a project to re-architect the OYSTER Open Source Entity Resolution into the Java Spring Framework.<\/p>\n\n\n\n<p><strong>Positive Data Control<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: John Talburt<br>\nA project to synchronize datasets and data catalog entries in the Big Data (HDFS) distributed processing environment. Initial use cases use the newly released Apache Atlas open source data catalog.<\/p>\n\n\n\n<p><strong>Application of Machine Learning to ER<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: Xinming Li; Team Members: Talha Tayyab,&nbsp;Xiangwen Liu, Ting Li<br>\nA project to explore the use of machine learning and other AI techniques for ER.<\/p>\n\n\n\n<p><strong>OYSTER DIVER &#8211; Entity Resolution in the Distributed Computing Environment<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: Purvi Parmar; Team Members: Huzaifa Syed<br>\nA project to redesign the server version of OYSTER to take advantage of the scalability of the distributed computing environments, with initial focus on the Hadoop Distributed File System (HDFS) based on map\/reduce processing.<\/p>\n\n\n\n<p><strong>Tools, Documentation, and Testing<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: Kris Anderson<br>\nCreating and updating documentation and test sets, and developing tools for OYSTER users and the OYSTER research teams<\/p>\n\n\n\n<p><strong>ERIQ Website Maintenance<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: Purvi Parmar<br>\nCreating and update content of ERIQ website as needed<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-past-projects\">Past Projects<\/h2>\n\n\n\n<p><strong>VENSIM<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: Yumeng Ye; Team Members: Purviben Parmar<br>\nInvestigating the use of VENSIM to generate data for our research<\/p>\n\n\n\n<p><strong>Matrix Comparator for Unstructured and Semi-Structured Characteristic Data<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: Awaad Alsarkhi; Team Members: Xinming Li,&nbsp;Akhila Thirumalareddy<br>\nA project experimenting with new methods and techniques for comparing and linking unstructured and heterogenously structured references. Current work is focusing on the use of the Matrix comparator.<\/p>\n\n\n\n<p><strong>Probabilistic Matching<\/strong><br>\nSponsor: ERIQ Research Center<br>\nProject Leader: Sapna Srimal; Team Members: Bingyi Zhong, Yumeng Ye<br>\nA project experimenting with techniques for finding the optimal parameters and logic for record linking using probabilistic matching techniques.<\/p>\n\n\n\n<p><strong>Comparing the Effectiveness of Deterministic Matching with Probabilistic Matching for Student Enrollment ER<\/strong><br>\nSponsor: Arkansas Department of Education (ADE)<br>\nPrincipal Investigator:&nbsp; John R. Talburt<br>\nJune 2009 \u2013 March 2014<\/p>\n\n\n\n<p><strong>Clinical and Translation Science Initiative<\/strong><br>\nSponsor: National Institute of Health (NIH) through the University of Arkansas for Medical Sciences (UAMS)<br>\nPrincipal Investigator:&nbsp; John R. Talburt<br>\nJune 2009 \u2013 March 2014<br>\nUAMS has an undertaken an initiative to enhance the quality and integration of research data, to provide tools for collaboration, and to develop information quality training for researchers, staff and students.&nbsp; As part of this, UA Little Rock and UAMS have agreed three research and development efforts that support the overall initiative. The first has to do with enhancing the quality of research data warehouse.&nbsp; The second is providing tools for collaboration and community engagement to support translational research.&nbsp; Research and investigation will be done into the different collaboration and community communication tools including wikis, web logs, discussion forums, groupware, screen sharing, and content management.&nbsp; The third is the development and implementation of Information Quality Training Classes.&nbsp; The training will focus on three groups:&nbsp; students enrolled in Bioinformatics graduate programs, students enrolled in graduate programs related to translational research, and faculty and staff involved in translational research.<\/p>\n\n\n\n<p><strong>Referent Tracking in Health Care<\/strong><br>\nSponsor: University of Arkansas for Medical Sciences (UAMS)<br>\nPrincipal Investigator:&nbsp; John Talburt<br>\nJuly 2012 \u2013 June 2013<br>\nA collaborative project intended to explore the integration of Referent Tracking (RT) software developed by faculty and staff at UAMS and the Open sYSTem for Entity Resolution (OYSTER) software developed by faculty, staff, and students at the University of Arkansas at Little Rock.&nbsp; Referent Tracking seeks to assign an instance unique identifier (IUI) to each individual person, process, disease, prescription, fracture, tumor, etc.&nbsp; Duplicate assignment of IUIs is therefore highly problematic, as is the assignment of one IUI to two different individual entities.&nbsp; OYSTER is software that can detect such errors in IUI assignment.&nbsp; Furthermore, OYSTER has a mode of operation that relies on tracking unique individual persons and addresses over time.&nbsp; It can thus be extended through Referent Tracking to track, and de-duplicate IUIs for diseases, prescriptions, tumors, fractures, and other types of entities.<\/p>\n\n\n\n<p><strong>Towards High-Quality of Identity Attributes<\/strong><br>\nSponsor: Arkansas Department of Education (ADE)<br>\nPrincipal Investigator:&nbsp; Ningning Wu, Co-Principal Investigator: John R. Talburt<br>\nJuly 2012 \u2013 June 2013<br>\nThe primary goal of this research is to investigate how the quality of identity attributes will impact the quality of entity resolution of Arkansas K-12 student records.&nbsp; It will first study the data quality of identity attributes to identify the key quality problems, then evaluate how quality of the identity attributes relates to the quality of entity resolution (ER) results from the aspect of false negatives. It will attempt to rand identity attributes according to their impact on ER results as a means prioritize the data quality improvement efforts. The results of this study will enable ADE to communication more efficiently with schools and raise their awareness of data quality as well as to help them improve the data quality in data collection and submission processes. The results of the study will also provide guidance for refining the Cycle Validation\/Data Accuracy Reports and certification process of Statewide Information Systems (SIS) so that they can be more effective in enforcing the data quality standards across all schools.<\/p>\n\n\n\n<p><strong>Information Quality Tools for Persistent Surveillance Data Sets.<\/strong><br>\nSponsor: US Air Force Research Laboratory, Sensor Directorate, Wright Patterson Air Force Base, Dayton, Ohio.<br>\nPrincipal Investigator:&nbsp; John Talburt; Co-Principal Investigators: Serhan Dagtas, Mariofanna Milanova, Mihail E. Tudoreanu<br>\nJune 2009 \u2013 October 2011<br>\nThe Air Force desires a comprehensive vehicle to identify and address requirements for information quality tools and techniques that will support defensive and offensive operations research in the layered sensing domain.&nbsp; As use of remote sensors in the Air and Space domains increases, the value of the sensor datasets must be maximized and assurances established that the product outcomes meet the application requirements.&nbsp; As multiple sensors are combined into layered sensing systems, this increases the need to understand not only the quality and fitness for using the individual sensor data streams, but also how to assess the quality and value of the aggregate data. The scope of this task order is to develop metrics that assess the quality and effectiveness of persistent surveillance data sets.&nbsp; The project also explores the use of 3-D visualization in rendering layered data sets and experiments with the integration of textual information.&nbsp; In addition, integrating processing of data available from multiple types of sensors (such as in a Smart Environment) has been explored, and experiments have been done to support data fusion for multiple sensors.<\/p>\n\n\n\n<p><strong>Proof-of-Concept for an Open-System Entity Resolution Engine to Support Longitudinal Studies in Education<\/strong><br>\nSponsor: Arkansas Department of Education<br>\nPrincipal Investigator: John Talburt; Co-Principal Investigator: Ningning Wu<br>\nJune 2009 \u2013 May 2010<br>\nThe TRUSTed Project is a research project to investigate the design for an open-system, entity resolution engine for the Arkansas Department of Education that will support longitudinal (multi-year) studies of student performance in Arkansas schools.&nbsp; A prototype of the design will be implemented using open system tools and standards.<\/p>\n\n\n\n<p><strong>Delta Center for Identity Solutions<\/strong><br>\nA collaboration with Arkansas State University Center for the Study of Automatic Identification<br>\nSponsor: Arkansas Science and Technology Authority<br>\nInvestigators: John Talburt, Farhad Moeeni (Arkansas State University), Dale Thompson (University of Arkansas, Fayetteville)<br>\nResearch related to both identity management and identity information management. Identity management refers to the accurate, real-time, secure and tamper-proof identification and authorization of people for physical access to facilities, logical access to computer networks and for performance of various transactions. Identity information management entails measuring and improving information quality, detecting fraudulent behavior, and understanding data privacy and protection issues.<\/p>\n\n\n\n<p><strong>A Semiotic Approach to Layout Inference and Data Transformation<\/strong><br>\nSponsor: Acxiom Laboratory for Applied Research<br>\nInvestigators: John Talburt, Ningning Wu, Chia-Chu Chiang<br>\nAn investigation into the application of the principles of semiotics (intention, syntax, and semantics) to the problem of locating and identifying information in datasets of unknown layout through syntactic and semantic profiling. It also envisions the reuse of profiling information to the problem of developing a declarative language to describe and implement data transformations.<\/p>\n\n\n\n<p><strong>Methods and Techniques for Entity Identification in Open Source Documents with Partially Redacted Attributes<\/strong><br>\nSponsor: National Science Foundation<br>\nInvestigators: John Talburt, Chia-Chu Chiang, Ningning Wu, Richard Wang (MIT)<br>\nAn investigation into the degree to which partial identity information (\u201cidentity fragments\u201d) can be resolved within a large reference set of known identities based on a variety of collateral evidence including quality of match, age consistency, and family member co-location.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>OYSTER &#8211; Open SYstem for Entity Resolution Sponsor: ERIQ Research Center Project Leader: John R. Talburt An ongoing project, OYSTER has been the primary ER research platform for the ERIQ <a href=\"https:\/\/ualr.edu\/eriq\/projects\/\" class=\"more-link\">&#8230;<span class=\"screen-reader-text\">  Current Projects<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":10,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-191","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Current Projects - Center for Entity Resolution and Information Quality - UA Little Rock<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ualr.edu\/eriq\/projects\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Current Projects\" \/>\n<meta property=\"og:description\" content=\"OYSTER &#8211; Open SYstem for Entity Resolution Sponsor: ERIQ Research Center Project Leader: John R. Talburt An ongoing project, OYSTER has been the primary ER research platform for the ERIQ ... Current Projects\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ualr.edu\/eriq\/projects\/\" \/>\n<meta property=\"og:site_name\" content=\"Center for Entity Resolution and Information Quality\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/UALittleRock\/\" \/>\n<meta property=\"article:modified_time\" content=\"2024-09-25T13:50:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-social.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"630\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/projects\\\/\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/projects\\\/\",\"name\":\"Current Projects - Center for Entity Resolution and Information Quality - UA Little Rock\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#website\"},\"datePublished\":\"2006-12-05T17:17:14+00:00\",\"dateModified\":\"2024-09-25T13:50:36+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/projects\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ualr.edu\\\/eriq\\\/projects\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/projects\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Current Projects\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#website\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"name\":\"Center for Entity Resolution and Information Quality\",\"description\":\"UA Little Rock\",\"publisher\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#organization\",\"name\":\"UA Little Rock\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/wp-content\\\/uploads\\\/sites\\\/38\\\/2024\\\/09\\\/ua-little-rock-logo-yoast.png\",\"contentUrl\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/wp-content\\\/uploads\\\/sites\\\/38\\\/2024\\\/09\\\/ua-little-rock-logo-yoast.png\",\"width\":696,\"height\":696,\"caption\":\"UA Little Rock\"},\"image\":{\"@id\":\"https:\\\/\\\/ualr.edu\\\/eriq\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/UALittleRock\\\/\",\"https:\\\/\\\/www.youtube.com\\\/user\\\/ualrvideo\",\"https:\\\/\\\/www.linkedin.com\\\/school\\\/university-of-arkansas-at-little-rock\\\/\",\"https:\\\/\\\/www.instagram.com\\\/ualr\\\/\"],\"description\":\"The University of Arkansas at Little Rock is a metropolitan research university that provides an accessible, quality education through flexible learning and unparalleled internship opportunities.\",\"email\":\"ask@ualr.edu\",\"telephone\":\"501-916-3000\",\"legalName\":\"UA Little Rock\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Current Projects - Center for Entity Resolution and Information Quality - UA Little Rock","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/ualr.edu\/eriq\/projects\/","og_locale":"en_US","og_type":"article","og_title":"Current Projects","og_description":"OYSTER &#8211; Open SYstem for Entity Resolution Sponsor: ERIQ Research Center Project Leader: John R. Talburt An ongoing project, OYSTER has been the primary ER research platform for the ERIQ ... Current Projects","og_url":"https:\/\/ualr.edu\/eriq\/projects\/","og_site_name":"Center for Entity Resolution and Information Quality","article_publisher":"https:\/\/www.facebook.com\/UALittleRock\/","article_modified_time":"2024-09-25T13:50:36+00:00","og_image":[{"width":1200,"height":630,"url":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-social.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/ualr.edu\/eriq\/projects\/","url":"https:\/\/ualr.edu\/eriq\/projects\/","name":"Current Projects - Center for Entity Resolution and Information Quality - UA Little Rock","isPartOf":{"@id":"https:\/\/ualr.edu\/eriq\/#website"},"datePublished":"2006-12-05T17:17:14+00:00","dateModified":"2024-09-25T13:50:36+00:00","breadcrumb":{"@id":"https:\/\/ualr.edu\/eriq\/projects\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ualr.edu\/eriq\/projects\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/ualr.edu\/eriq\/projects\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/ualr.edu\/eriq\/"},{"@type":"ListItem","position":2,"name":"Current Projects"}]},{"@type":"WebSite","@id":"https:\/\/ualr.edu\/eriq\/#website","url":"https:\/\/ualr.edu\/eriq\/","name":"Center for Entity Resolution and Information Quality","description":"UA Little Rock","publisher":{"@id":"https:\/\/ualr.edu\/eriq\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ualr.edu\/eriq\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ualr.edu\/eriq\/#organization","name":"UA Little Rock","url":"https:\/\/ualr.edu\/eriq\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ualr.edu\/eriq\/#\/schema\/logo\/image\/","url":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-logo-yoast.png","contentUrl":"https:\/\/ualr.edu\/eriq\/wp-content\/uploads\/sites\/38\/2024\/09\/ua-little-rock-logo-yoast.png","width":696,"height":696,"caption":"UA Little Rock"},"image":{"@id":"https:\/\/ualr.edu\/eriq\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/UALittleRock\/","https:\/\/www.youtube.com\/user\/ualrvideo","https:\/\/www.linkedin.com\/school\/university-of-arkansas-at-little-rock\/","https:\/\/www.instagram.com\/ualr\/"],"description":"The University of Arkansas at Little Rock is a metropolitan research university that provides an accessible, quality education through flexible learning and unparalleled internship opportunities.","email":"ask@ualr.edu","telephone":"501-916-3000","legalName":"UA Little Rock"}]}},"_links":{"self":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/191","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/comments?post=191"}],"version-history":[{"count":0,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/191\/revisions"}],"wp:attachment":[{"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/media?parent=191"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}]