{"id":12615,"date":"2024-11-28T10:00:42","date_gmt":"2024-11-28T08:00:42","guid":{"rendered":"https:\/\/www.weblyzard.com\/?p=12615"},"modified":"2025-05-27T14:51:36","modified_gmt":"2025-05-27T12:51:36","slug":"knowledge-graph","status":"publish","type":"post","link":"https:\/\/www.weblyzard.com\/knowledge-graph\/","title":{"rendered":"Knowledge Graph &#8211; Semantic Knowledge Base"},"content":{"rendered":"\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1yjb8c-d43e349f65e1fac76d258b6ee26e12bd\">\n#top .hr.hr-invisible.av-1yjb8c-d43e349f65e1fac76d258b6ee26e12bd{\nheight:15px;\n}\n<\/style>\n<div  class='hr av-1yjb8c-d43e349f65e1fac76d258b6ee26e12bd hr-invisible  avia-builder-el-0  el_before_av_gallery  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<h2>What is a Knowledge Graph?<\/h2>\n<p>A knowledge graph is a dynamic data structure to organize information in a way that both humans and machines can easily understand. At their core, they are digital maps that connect <strong>entities<\/strong>, their <strong>attributes<\/strong>, and the <strong>relations<\/strong> between them. Even though knowledge graphs have existed as a concept since at least the 1980s, they have recently seen a renaissance thanks to <strong>Generative AI <\/strong> and the desire to build <strong>explainable AI systems<\/strong>. In such systems, knowledge graphs structure relations while large language models (LLM) process and communicate them in human language. Thereby, knowledge graphs improve the explainability and accountability of AI while translating complex data into clear strategic insights.<\/p>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-2cgxo6-910e72146349f5b5ec43c39cd80d95ed\">\n#top .avia-gallery.av-2cgxo6-910e72146349f5b5ec43c39cd80d95ed .avia-gallery-thumb a{\nwidth:20%;\n}\n<\/style>\n<div  class='avia-gallery av-2cgxo6-910e72146349f5b5ec43c39cd80d95ed avia_animate_when_visible  avia-builder-el-1  el_after_av_hr  el_before_av_hr  avia_lazyload avia-gallery-animate avia-gallery-1'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><meta itemprop=\"contentURL\" content=\"https:\/\/www.weblyzard.com\/knowledge-graph\/\"><div class='avia-gallery-thumb'><a href=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-968x1210.png\" data-srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know.png 1200w\" data-sizes=\"(max-width: 968px) 100vw, 968px\" data-rel='gallery-1' data-prev-img='https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-240x300.png' class='first_thumb lightbox ' data-onclick='1' title='What You Should Know about Knowledge Graphs (KGs)'  itemprop=\"thumbnailUrl\"  ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-15747 avia-img-lazy-loading-not-15747\"   src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-80x80.png\" width=\"80\" height=\"80\"  title='What You Should Know about Knowledge Graphs (KGs)' alt='What You Should Know about Knowledge Graphs (KGs)' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-80x80.png 80w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-36x36.png 36w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-180x180.png 180w\" sizes=\"(max-width: 80px) 100vw, 80px\" \/><div class='big-prev-fake'><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-15747 avia-img-lazy-loading-15747\"  width=\"240\" height=\"300\" src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-240x300.png\" title='What You Should Know about Knowledge Graphs (KGs)' alt='What You Should Know about Knowledge Graphs (KGs)' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/1-knowledge-graph-what-you-should-know.png 1200w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/div><\/a><a href=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-968x1210.png\" data-srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai.png 1200w\" data-sizes=\"(max-width: 968px) 100vw, 968px\" data-rel='gallery-1' data-prev-img='https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-240x300.png' class='lightbox ' data-onclick='2' title='Gartner Impact Radar for Generative AI'  itemprop=\"thumbnailUrl\"  ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-15748 avia-img-lazy-loading-not-15748\"   src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-80x80.png\" width=\"80\" height=\"80\"  title='Gartner Impact Radar for Generative AI' alt='Gartner Impact Radar for Generative AI' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-80x80.png 80w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-36x36.png 36w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-180x180.png 180w\" sizes=\"(max-width: 80px) 100vw, 80px\" \/><div class='big-prev-fake'><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-15748 avia-img-lazy-loading-15748\"  width=\"240\" height=\"300\" src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-240x300.png\" title='Gartner Impact Radar for Generative AI' alt='Gartner Impact Radar for Generative AI' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/2-gartner-knowledge-graph-ai.png 1200w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/div><\/a><a href=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-968x1210.png\" data-srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph.png 1200w\" data-sizes=\"(max-width: 968px) 100vw, 968px\" data-rel='gallery-1' data-prev-img='https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-240x300.png' class='lightbox ' data-onclick='3' title='What is a Knowledge Graph?'  itemprop=\"thumbnailUrl\"  ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-15749 avia-img-lazy-loading-not-15749\"   src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-80x80.png\" width=\"80\" height=\"80\"  title='What is a Knowledge Graph?' alt='What is a Knowledge Graph?' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-80x80.png 80w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-36x36.png 36w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-180x180.png 180w\" sizes=\"(max-width: 80px) 100vw, 80px\" \/><div class='big-prev-fake'><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-15749 avia-img-lazy-loading-15749\"  width=\"240\" height=\"300\" src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-240x300.png\" title='What is a Knowledge Graph?' alt='What is a Knowledge Graph?' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/3-what-is-a-knowledge-graph.png 1200w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/div><\/a><a href=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-968x1210.png\" data-srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features.png 1200w\" data-sizes=\"(max-width: 968px) 100vw, 968px\" data-rel='gallery-1' data-prev-img='https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-240x300.png' class='lightbox ' data-onclick='4' title='Key Features of a Knowledge Graph'  itemprop=\"thumbnailUrl\"  ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-15750 avia-img-lazy-loading-not-15750\"   src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-80x80.png\" width=\"80\" height=\"80\"  title='Key Features of a Knowledge Graph' alt='Key Features of a Knowledge Graph' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-80x80.png 80w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-36x36.png 36w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-180x180.png 180w\" sizes=\"(max-width: 80px) 100vw, 80px\" \/><div class='big-prev-fake'><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-15750 avia-img-lazy-loading-15750\"  width=\"240\" height=\"300\" src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-240x300.png\" title='Key Features of a Knowledge Graph' alt='Key Features of a Knowledge Graph' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/4-knowledge-graph-key-features.png 1200w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/div><\/a><a href=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-968x1210.png\" data-srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter.png 1200w\" data-sizes=\"(max-width: 968px) 100vw, 968px\" data-rel='gallery-1' data-prev-img='https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-240x300.png' class='lightbox ' data-onclick='5' title='Why Knowledge Graphs Matter'  itemprop=\"thumbnailUrl\"  ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-15752 avia-img-lazy-loading-not-15752\"   src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-80x80.png\" width=\"80\" height=\"80\"  title='Why Knowledge Graphs Matter' alt='Why Knowledge Graphs Matter' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-80x80.png 80w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-36x36.png 36w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-180x180.png 180w\" sizes=\"(max-width: 80px) 100vw, 80px\" \/><div class='big-prev-fake'><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-15752 avia-img-lazy-loading-15752\"  width=\"240\" height=\"300\" src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-240x300.png\" title='Why Knowledge Graphs Matter' alt='Why Knowledge Graphs Matter' srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-240x300.png 240w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-968x1210.png 968w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-768x960.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter-564x705.png 564w, https:\/\/www.weblyzard.com\/data\/sites\/21\/6-why-knowledge-graphs-matter.png 1200w\" sizes=\"auto, (max-width: 240px) 100vw, 240px\" \/><\/div><\/a><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1yjb8c-1-a81494f7c1a5952386a2d43f47a6effb\">\n#top .hr.hr-invisible.av-1yjb8c-1-a81494f7c1a5952386a2d43f47a6effb{\nheight:20px;\n}\n<\/style>\n<div  class='hr av-1yjb8c-1-a81494f7c1a5952386a2d43f47a6effb hr-invisible  avia-builder-el-2  el_after_av_gallery  avia-builder-el-last '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<h2>How does webLyzard use Knowledge Graphs?<\/h2>\n<p>The <em>Semantic Knowledge Base<\/em> (SKB) of webLyzard is an evolving knowledge graph that integrates and aligns <strong>factual<\/strong> and <strong>linguistic knowledge<\/strong> from a wide range of domains into a single linked data graph. Tools for provenance management and access control facilitate its integration into a wide range of business and research applications. Many of these applications are time-critical. This challenge is addressed through a query abstraction and caching layer based on <em><a href=\"https:\/\/www.elastic.co\/blog\/weblyzards-visual-exploration-of-sustainability-communication-with-elasticsearch\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">ElasticSearch.<\/a><\/em> This distributed caching mechanism mitigates the performance bottlenecks of RDF triplestores and leads to radically reduced <strong>response times.<\/strong> It also allows us to provide a highly scalable <em>Application Programming Interface<\/em> (API). Through this <a href=\"https:\/\/api.weblyzard.com\/doc\/ui\/\" target=\"_blank\" rel=\"noopener noreferrer\">API,<\/a> our customers can build powerful and responsive business solutions with minimal effort.<\/p>\n<h2>Knowledge Graph Applications and Evolution<\/h2>\n<p>The webLyzard Knowledge Graph drives most <em>Natural Language Processing<\/em> (NLP) tasks. This includes <a href=\"https:\/\/www.weblyzard.com\/recognyze\/\">entity annotation<\/a> tasks, for example, as well as <a href=\"https:\/\/www.weblyzard.com\/sentiment-analysis\/\">sentiment analysis<\/a> and more fine-grained <a href=\"https:\/\/www.weblyzard.com\/emotion-detection\/\">emotion detection<\/a>. It also is a crucial part of the query engine of the <a href=\"https:\/\/www.weblyzard.com\/visual-analytics-dashboard\/\">visual analytics dashboard.<\/a><\/p>\n<p><a href=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/entity-list-weblyzard-dashboard.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-12644 size-full\" src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/entity-list-weblyzard-dashboard.png\" alt=\"Knowledge Graph Entities - webLyzard Dashboard\" width=\"1788\" height=\"565\" \/><\/a><\/p>\n<p>Opinion Leaders for the Search Query &#8220;Artificial Intelligence&#8221;<\/p>\n<p>Factual knowledge is derived from external and internal sources.\u00a0 Initially, we process <em>Linked Open Data<\/em> (LOD) sources such as <em>Wikidata <\/em>for <strong>organizations <\/strong>or <strong>persons <\/strong>and <em>Geonames <\/em>for <strong>locations<\/strong>. Our in-house information extraction pipeline then suggests new entity types such as <strong>events <\/strong>and <strong>anniversaries<\/strong>. To disambiguate these entities, the graph also contains linguistic knowledge such as spelling and syntactic variations and multilingual translations.<\/p>\n<p>State-of-the-Art <em>Artificial Intelligence<\/em> (AI) methods require large corpora for training purposes. Creating these corpora benefits from our team&#8217;s extensive experience in automated content analysis and media listening. As a result, the Knowledge Graph currently stores over <strong>2.5 million entities.<\/strong> And it is still growing, currently at a rate of about 500 entities per day.<\/p>\n<h2>Semantic Knowledge Base Editor<\/h2>\n<p>To interactively access and modify the entities of the Knowledge Graph, the <strong>SKB Editor<\/strong> provides an intuitive visual user interface for our customers and research partners. The embedded <strong>search <\/strong>supports a variety of filter options. Selecting an entity tile in the search results shows the entity&#8217;s metadata properties. This includes <em>language-specific labels<\/em>, <em>descriptions<\/em>, <em>alternate names <\/em>and <em>image thumbnails<\/em>. The role-based access control provides a safe and efficient way to specify and update all aspects of the Knowledge Graph. It is also straightforward to restrict confidential information to a particular use case.<\/p>\n<p><a href=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright size-full wp-image-12624\" src=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor.png\" alt=\"Knowledge Graph - Semantic Knowledge Base - SKB Editor\" width=\"2650\" height=\"1149\" srcset=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor.png 2650w, https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor-300x130.png 300w, https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor-768x333.png 768w, https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor-1536x666.png 1536w, https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor-2048x888.png 2048w, https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor-1500x650.png 1500w, https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-editor-705x306.png 705w\" sizes=\"auto, (max-width: 2650px) 100vw, 2650px\" \/><\/a><\/p>\n<p><em>SKB Editor &#8211; Query for UN Organizations<\/em><\/p>\n<h2>Knowledge Graphs for Human-Centered Explanation<\/h2>\n<p><a href=\"https:\/\/www.weblyzard.com\/cimple-explainable-ai-project\/\">Explainable AI<\/a> is key to achieving a human-centered and ethical development of digital solutions. The ENEXA <a href=\"https:\/\/www.weblyzard.com\/horizon-europe-green-deal\/\">Horizon Europe<\/a> project builds on promising results in <em>knowledge representation<\/em> and <em>machine learning<\/em> to develop scalable, transparent and explainable ML algorithms for knowledge graphs. The focus on knowledge graphs acknowledges their critical role as enablers of novel digital solutions across European domains and industries.<\/p>\n<p>The project&#8217;s approach to human-centered explanation will adopt the concept of co-construction, where humans and machines enter a conversation to jointly produce human-understandable explanations. The envisioned use cases include <a href=\"https:\/\/www.weblyzard.com\/geographic-map\/\">geospatial intelligence<\/a> and data-driven <a href=\"https:\/\/www.weblyzard.com\/brand-reputation-radar\/\">brand communication<\/a>. Given their expected growth rates, these sectors are going to play a major role in future European data value chains.<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What is a Knowledge Graph? A knowledge graph is a dynamic data structure to organize information in a way that both humans and machines can easily understand. At their core, they are digital maps that connect entities, their attributes, and the relations between them. Even though knowledge graphs have existed as a concept since at [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":12618,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-12615","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-services"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.7 (Yoast SEO v26.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Knowledge Graph - Semantic Knowledge Base | webLyzard<\/title>\n<meta name=\"description\" content=\"The Knowledge Graph is a Semantic Knowledge Base (SKB) to align factual and linguistic knowledge across domains into a linked data graph.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.weblyzard.com\/knowledge-graph\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Knowledge Graph - Semantic Knowledge Base\" \/>\n<meta property=\"og:description\" content=\"The Knowledge Graph is a Semantic Knowledge Base (SKB) to align factual and linguistic knowledge across domains into a linked data graph.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.weblyzard.com\/knowledge-graph\/\" \/>\n<meta property=\"og:site_name\" content=\"webLyzard technology\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/weblyzard\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-28T08:00:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-27T12:51:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.weblyzard.com\/data\/sites\/21\/knowledge-graph-skb-thumbnail.png\" \/>\n\t<meta property=\"og:image:width\" content=\"280\" \/>\n\t<meta property=\"og:image:height\" content=\"280\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Arno Scharl\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@weblyzard\" \/>\n<meta name=\"twitter:site\" content=\"@weblyzard\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.weblyzard.com\/knowledge-graph\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.weblyzard.com\/knowledge-graph\/\"},\"author\":{\"name\":\"Arno Scharl\",\"@id\":\"https:\/\/www.weblyzard.com\/#\/schema\/person\/84f2191ed4d61a18b2487e154e75b524\"},\"headline\":\"Knowledge Graph &#8211; 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