{"id":5625,"date":"2024-11-19T12:38:51","date_gmt":"2024-11-19T11:38:51","guid":{"rendered":"https:\/\/dbis.rwth-aachen.de\/dbis\/?p=5625"},"modified":"2025-10-20T23:57:55","modified_gmt":"2025-10-20T21:57:55","slug":"extending-and-evaluating-a-developing-ontology-for-explainable-data-principles-in-ai","status":"publish","type":"post","link":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/2024\/extending-and-evaluating-a-developing-ontology-for-explainable-data-principles-in-ai\/","title":{"rendered":"DECODE: Data Explainability Concepts and Ontological Design Evaluation"},"content":{"rendered":"\n<p>The aim of this thesis is to evaluate and extend a <a href=\"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/2024\/explainable-data-trust-transparency-and-bias-mitigation-in-ml\/\">developing ontology of explainable data principles<\/a>, an ongoing work aimed at establishing a structured framework for Data Explainability in AI systems. The current version of this ontology is in its early stages, primarily focused on defining key principles of Data Explainability and exploring their role in enhancing trust and transparency in AI. This thesis will build on this preliminary work by refining the ontology\u2019s structure, proposing new principles or dimensions where needed, and assessing its applicability across various AI domains to make it a robust foundation for responsible AI deployment.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The aim of this thesis is to evaluate and extend a developing ontology of explainable data principles, an ongoing work aimed at establishing a structured framework for Data Explainability in AI systems. The current version of this ontology is in its early stages, primarily focused on defining key principles of Data Explainability and exploring their [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[21],"tags":[],"class_list":["post-5625","post","type-post","status-publish","format-standard","hentry","category-thesis"],"acf":[],"_links":{"self":[{"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/posts\/5625","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/comments?post=5625"}],"version-history":[{"count":6,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/posts\/5625\/revisions"}],"predecessor-version":[{"id":6642,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/posts\/5625\/revisions\/6642"}],"wp:attachment":[{"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/media?parent=5625"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/categories?post=5625"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dbis.rwth-aachen.de\/dbis\/index.php\/wp-json\/wp\/v2\/tags?post=5625"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}