[{"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":"2026-05-27T06:47:39","modified_gmt":"2026-05-27T11:47:39","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\u00a0<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 v27.7 (Yoast SEO v27.7) - 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=\"2026-05-27T11:47:39+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=\"2 minutes\" \/>\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\":\"2026-05-27T11:47:39+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":"2026-05-27T11:47:39+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":"2 minutes"},"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":"2026-05-27T11:47:39+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":2,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/17\/revisions"}],"predecessor-version":[{"id":515,"href":"https:\/\/ualr.edu\/eriq\/wp-json\/wp\/v2\/pages\/17\/revisions\/515"}],"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":"2026-06-04T11:08:56","modified_gmt":"2026-06-04T16:08:56","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\n\n\n<li>Dr. Justin Magruder, Noetic Partners<\/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. Mert Can Cakmak, Arkansas Tech University<\/li>\n\n\n\n<li>Leon Claassens, PiLog South Africa<\/li>\n\n\n\n<li>Dr. Nicholas Hagan, LIMRA-LOMA<\/li>\n\n\n\n<li>Dr. Xinming Li, Walmart Corp<\/li>\n\n\n\n<li>Dr. Eric Nelson, Noetic Partners<\/li>\n\n\n\n<li>Dr. Daniel Pullen, Noetic Partners<\/li>\n\n\n\n<li>Dr. Abdus, Siddique, Arkansas Tech University<\/li>\n\n\n\n<li>Dr. Yanbin Ye, Walmart<\/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>Lou Angela Foua<\/li>\n\n\n\n<li>Hendrika Maclean<\/li>\n\n\n\n<li>Shames Al Mandalawi<\/li>\n\n\n\n<li>Muzakkiruddin Ahmed Mohammed<\/li>\n\n\n\n<li>Adeeba Tarannum<\/li>\n<\/ul>\n\n\n\n<p><\/p>\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 v27.7 (Yoast SEO v27.7) - 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=\"2026-06-04T16:08:56+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\":\"2026-06-04T16:08:56+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. 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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 v27.7 (Yoast SEO v27.7) - 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\" 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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":"2026-06-04T14:53:34","modified_gmt":"2026-06-04T19:53:34","slug":"projects","status":"publish","type":"page","link":"https:\/\/ualr.edu\/eriq\/projects\/","title":{"rendered":"Current Projects"},"content":{"rendered":"\n<p><strong>PiLog Master Data Management Research and Development<\/strong><br> Sponsor: PiLog Group<br> Project Leader: John Talburt; Team Members: Leon Claassens, Purvi Parmar<br> Research and development to apply gerative AI models, both text and visual, to the problems of industrial materials classification.<\/p>\n\n\n\n<p><strong>Positive Data Control<\/strong><br> Sponsor: ERIQ Research Center<br> Project Leader: John Talburt, Team Members: Lou  Foua, Muzakkiruddin Mohammed, Shames Al Mandalawi<br> A project to move Data Governance and Data Security to the next level by encapsulating data systems in a wrapper with all access and operations controlled by a policy-aware LLM. PDC systems can securely exchange interoperable data with other PDC systems following the ISO 8000-110 Master Data Exchange and the ISO 22745 Open Technical Dictionary standards.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-past-projects\">Past Projects<\/h2>\n\n\n\n<p><strong>Data Washing Machine<\/strong><br>Sponsor: National Science Foundation<br>A project to fully automate data curation and data governance processes.<\/p>\n\n\n\n<p><strong>Next Generation, High-Performance Entity Resolution System<\/strong><br>Sponsor: U.S. Census Bureau<br>The application of machine learning (ML) to improve the data matching operations of the U.S. Census Bureau.<\/p>\n\n\n\n<p><strong>VENSIM<\/strong><br> Sponsor: ERIQ Research Center<br> Investigating the use of VENSIM to generate synthic data for our research<\/p>\n\n\n\n<p><strong>Matrix Comparator for Unstructured and Semi-Structured Characteristic Data<\/strong><br> Sponsor: ERIQ Research Center<br> A 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> Sponsor: ERIQ Research Center<br> A 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> Sponsor: Arkansas Department of Education (ADE)<br> June 2009 \u2013 March 2014<\/p>\n\n\n\n<p><strong>Clinical and Translation Science Initiative<\/strong><br> Sponsor: National Institute of Health (NIH) through the University of Arkansas for Medical Sciences (UAMS)<br> UAMS 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.\u00a0 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.\u00a0 The second is providing tools for collaboration and community engagement to support translational research.\u00a0 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.\u00a0 The third is the development and implementation of Information Quality Training Classes.\u00a0 The training will focus on three groups:\u00a0 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> Sponsor: University of Arkansas for Medical Sciences (UAMS)<br> A 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.\u00a0 Referent Tracking seeks to assign an instance unique identifier (IUI) to each individual person, process, disease, prescription, fracture, tumor, etc.\u00a0 Duplicate assignment of IUIs is therefore highly problematic, as is the assignment of one IUI to two different individual entities.\u00a0 OYSTER is software that can detect such errors in IUI assignment.\u00a0 Furthermore, OYSTER has a mode of operation that relies on tracking unique individual persons and addresses over time.\u00a0 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> Sponsor: Arkansas Department of Education (ADE)<br> The 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.\u00a0 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> Sponsor: US Air Force Research Laboratory, Sensor Directorate, Wright Patterson Air Force Base, Dayton, Ohio.<br> The 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.\u00a0 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.\u00a0 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.\u00a0 The project also explores the use of 3-D visualization in rendering layered data sets and experiments with the integration of textual information.\u00a0 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> Sponsor: Arkansas Department of Education<br> The 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.\u00a0 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> A collaboration with Arkansas State University Center for the Study of Automatic Identification<br> Sponsor: Arkansas Science and Technology Authority<br> Research 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> Sponsor: Acxiom Laboratory for Applied Research<br> An 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> Sponsor: National Science Foundation<br> An 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>PiLog Master Data Management Research and Development Sponsor: PiLog Group Project Leader: John Talburt; Team Members: Leon Claassens, Purvi Parmar Research and development to apply gerative AI models, both text <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 v27.7 (Yoast SEO v27.7) - 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=\"PiLog Master Data Management Research and Development Sponsor: PiLog Group Project Leader: John Talburt; Team Members: Leon Claassens, Purvi Parmar Research and development to apply gerative AI models, both text ... 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