{"id":263,"date":"2023-12-31T19:05:39","date_gmt":"2023-12-31T19:05:39","guid":{"rendered":"https:\/\/alandix.com\/aibook\/?page_id=263"},"modified":"2023-12-31T19:05:39","modified_gmt":"2023-12-31T19:05:39","slug":"chap18","status":"publish","type":"page","link":"https:\/\/alandix.com\/aibook\/second-edition\/toc2e\/chap18\/","title":{"rendered":"Chapter 18 \u2013 Expert and decision support systems"},"content":{"rendered":"<div class=\"embedurl\" data-url=\"https:\/\/alandix.com\/books\/aibook\/content\/chaps\/chap18.html\" ><!--  Chapter 18 Expert and Decision Support Systems  -->\n\n<script>\nvar chapnos = 18;\nvar json_url = \"https:\\\/\\\/alandix.com\\\/books\\\/aibook\\\/content\\\/chaps\\\/chap18.json\";\n<\/script>\n\n\n\n\n\t<object style=\"width:100%; aspect-ratio: 10 \/ 7;\" type=\"application\/pdf\" data=\"https:\/\/alandix.com\/books\/aibook\/content\/slides-pdf\/AI-chap-18.pdf\"><\/object>\n\t<p> Download <a href=\"https:\/\/alandix.com\/books\/aibook\/content\/slides-pptx\/AI-chap-18.pptx\" download>chapter slides<\/a><\/p>\n\n\n<h3> Contents <\/h3>\n<div class=\"toc\">\n<dl>\n<dt>18.1&nbsp;&nbsp;Overview<\/dt>\n<dt>18.2&nbsp;&nbsp;Introduction -- Experts in the Loop<\/dt>\n<dt>18.3&nbsp;&nbsp;Expert Systems<\/dt><dd><dl>\n<dt>18.3.1&nbsp;&nbsp;Uses of Expert Systems<\/dt>\n<dt>18.3.2&nbsp;&nbsp;Architecture of an Expert System<\/dt>\n<dt>18.3.3&nbsp;&nbsp;Explanation Facility<\/dt>\n<dt>18.3.4&nbsp;&nbsp;Dialogue and UI Component<\/dt>\n<dt>18.3.5&nbsp;&nbsp;Examples of Four Expert Systems<\/dt><dd><dl>\n<dt>18.3.5.1&nbsp;&nbsp;Example 1: MYCIN<\/dt>\n<dt>18.3.5.2&nbsp;&nbsp;Example 2: PROSPECTOR<\/dt>\n<dt>18.3.5.3&nbsp;&nbsp;Example 3: DENDRAL<\/dt>\n<dt>18.3.5.4&nbsp;&nbsp;Example 4: XCON<\/dt>\n<\/dl><\/dd>\n<dt>18.3.6&nbsp;&nbsp;Building an Expert System<\/dt>\n<dt>18.3.7&nbsp;&nbsp;Limitations of Expert Systems<\/dt>\n<\/dl><\/dd>\n<dt>18.4&nbsp;&nbsp;Knowledge Acquisition<\/dt><dd><dl>\n<dt>18.4.1&nbsp;&nbsp;Knowledge Elicitation<\/dt><dd><dl>\n<dt>18.4.1.1&nbsp;&nbsp; Unstructured Interviews<\/dt>\n<dt>18.4.1.2&nbsp;&nbsp; Structured Interviews<\/dt>\n<dt>18.4.1.3&nbsp;&nbsp; Focused Discussions<\/dt>\n<dt>18.4.1.4&nbsp;&nbsp; Role Reversal<\/dt>\n<dt>18.4.1.5&nbsp;&nbsp; Think-aloud<\/dt>\n<\/dl><\/dd>\n<dt>18.4.2&nbsp;&nbsp;Knowledge Representation<\/dt><dd><dl>\n<dt>18.4.2.1&nbsp;&nbsp;Expert System Shells<\/dt>\n<dt>18.4.2.2&nbsp;&nbsp;High-level Programming Languages<\/dt>\n<dt>18.4.2.3&nbsp;&nbsp;Ontologies<\/dt>\n<dt>18.4.2.4&nbsp;&nbsp;Selecting a Tool<\/dt>\n<\/dl><\/dd>\n<\/dl><\/dd>\n<dt>18.5&nbsp;&nbsp;Experts and Machine Learning<\/dt><dd><dl>\n<dt>18.5.1&nbsp;&nbsp;Knowledge Elicitation for ML<\/dt><dd><dl>\n<dt>18.5.1.1&nbsp;&nbsp;Acquiring Tacit Knowledge<\/dt>\n<dt>18.5.1.2&nbsp;&nbsp;Feature Selection<\/dt>\n<dt>18.5.1.3&nbsp;&nbsp;Expert Labelling<\/dt>\n<dt>18.5.1.4&nbsp;&nbsp;Iteration and Interaction<\/dt>\n<\/dl><\/dd>\n<dt>18.5.2&nbsp;&nbsp;Algorithmic Choice, Validation and Explanation<\/dt>\n<\/dl><\/dd>\n<dt>18.6&nbsp;&nbsp;Decision Support Systems<\/dt><dd><dl>\n<dt>18.6.1&nbsp;&nbsp;Visualisation<\/dt>\n<dt>18.6.2&nbsp;&nbsp;Data Management and Analysis<\/dt>\n<dt>18.6.3&nbsp;&nbsp;Visual Analytics<\/dt><dd><dl>\n<dt>18.6.3.1&nbsp;&nbsp;Visualisation in VA<\/dt>\n<dt>18.6.3.2&nbsp;&nbsp;Data Management and Analysis for VA<\/dt>\n<\/dl><\/dd>\n<\/dl><\/dd>\n<dt>18.7&nbsp;&nbsp;Stepping Back<\/dt><dd><dl>\n<dt>18.7.1&nbsp;&nbsp;Who Is It About?<\/dt>\n<dt>18.7.2&nbsp;&nbsp;Why Are We Doing It?<\/dt>\n<dt>18.7.3&nbsp;&nbsp;Wider Context<\/dt>\n<dt>18.7.4&nbsp;&nbsp;Cost--Benefit Balance<\/dt>\n<\/dl><\/dd>\n<dt>18.8&nbsp;&nbsp;Summary<\/dt>\n<\/dl><\/div>\n\n\n<h3> Glossary items referenced in this chapter <\/h3>\n<div class=\"toc\">\n<a href=\"https:\/\/alandix.com\/glossary\/aibook\/accuracy\">accuracy<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/automation%20bias\">automation bias<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/backward%20reasoning\">backward reasoning<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/bayes%20theorem\">Bayes Theorem<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/black-box%20machine%20learning\">black-box machine learning<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/bootstrapping\">bootstrapping<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/certainty%20factors\">certainty factors<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/chatbot\">chatbot<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/clustering\">clustering<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/compas\">COMPAS<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/computer%20vision\">computer vision<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/concept%20learning\">concept learning<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/confidence%20rating\">confidence rating<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/connectionist%20model\">connectionist model<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/constraint%20satisfaction\">constraint satisfaction<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/constraints\">constraints<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/cost-benefit\">cost&amp;ndash;benefit<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/data%20reduction\">data reduction<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/decision%20support%20system\">decision support system<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/decision%20tree\">decision tree<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/declarative%20knowledge\">declarative knowledge<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/deep%20neural%20network\">deep neural network<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/dendral\">DENDRAL<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/depth%20first%20search\">depth first search<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/dialogue\">dialogue<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/dialogue%20component\">dialogue component<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/dialogue%21mixed%20control\">dialogue!mixed control<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/dialogue%21system%20control\">dialogue!system control<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/dialogue%21user%20control\">dialogue!user control<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/domain-independent%20knowledge\">domain-independent knowledge<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/domain-specific%20knowledge\">domain-specific knowledge<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/down-sampling\">down-sampling<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/ecg\">ECG <\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/evidence-based%20medicine\">evidence-based medicine<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20knowledge\">expert knowledge<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system\">expert system<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%20shell\">expert system shell<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%21brittleness\">expert system!brittleness<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%21hybrid\">expert system!hybrid<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%21limitations\">expert system!limitations<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%21meta-knowledge\">expert system!meta-knowledge<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%21purpose\">expert system!purpose<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%21rule%20tracing\">expert system!rule tracing<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%21shell\">expert system!shell<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/expert%20system%21verification\">expert system!verification<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/explainable%20ai\">explainable AI<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/explanation%20component\">explanation component<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/extensional%20representation\">extensional representation<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/false%20negative\">false negative<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/false%20positive\">false positive<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/forward%20reasoning\">forward reasoning<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/frame\">frame<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/generate%20and%20test\">generate and test<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/genetic%20algorithm\">genetic algorithm<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/genetic%20programming\">genetic programming<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/ground%20truth\">ground truth<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/heuristic%20evaluation%20function\">heuristic evaluation function<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/high-level%20programming%20languages\">high-level programming languages<\/a><\/strong>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/human%20labelling\">human labelling<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/hybrid\">hybrid<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/hybrid%20ai\">hybrid AI<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/hybrid%20architecture\">hybrid architecture<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/hybrid%20expert%20system\">hybrid expert system<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/inductive%20learning\">inductive learning<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/interactive%20visualisation\">interactive visualisation<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/jaccard%20similarity\">Jaccard similarity<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20acquisition\">knowledge acquisition<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20base\">knowledge base<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation\">knowledge elicitation<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21critiquing\">knowledge elicitation!critiquing<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21focused%20discussions\">knowledge elicitation!focused discussions<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21post-task%20walkthrough\">knowledge elicitation!post-task walkthrough<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21role%20reversal\">knowledge elicitation!role reversal<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21seed%20questions\">knowledge elicitation!seed questions<\/a><\/strong>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21structured%20interview\">knowledge elicitation!structured interview<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21teach-back%20interview\">knowledge elicitation!teach-back interview<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21think%20aloud\">knowledge elicitation!think aloud<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21twenty%20questions\">knowledge elicitation!twenty questions<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20elicitation%21unstructured%20interview\">knowledge elicitation!unstructured interview<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20engineer\">knowledge engineer<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/knowledge%20representation\">knowledge representation<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/licklider%2C%20j.c.r\">Licklider, J.C.R.<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/lisp\">Lisp<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/logic\">logic<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/logic%20rules\">logic rules<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/machine%20learning\">machine learning<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/mycin\">MYCIN<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/natural%20language%20processing\">natural language processing<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/network%20representation\">network representation<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/network%20visualisation\">network visualisation<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/neural%20network\">neural network<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/ontology\">ontology<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/ontology%20editors\">ontology editors<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/ops5\">OPS5<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/overfitting\">overfitting<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/owl\">OWL<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/parallel%20coordinates\">parallel coordinates<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/pattern%20recognition\">pattern recognition<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/physical%20constraints\">physical constraints<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/poplog\">Poplog<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/precision\">precision<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/probability\">probability<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/production%20rules\">production rules<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/production%20system\">production system<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/prolog\">Prolog<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/prospector\">PROSPECTOR<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/protege%20ontology%20editor\">Prot&amp;eacute;g&amp;eacute;<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/python\">Python<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/query-by-browsing\">Query-by-Browsing<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/random%20forest\">random forest<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/rapid%20serial%20visualisation\">rapid serial visualisation<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/rdf\">RDF<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/recall\">recall<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/roc\">ROC<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/rule%20induction\">rule induction<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/scrutability\">scrutability<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/search%20space\">search space<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/search%20strategies\">search strategies<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/semantic%20network\">semantic network<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/semi-supervised%20learning\">semi-supervised learning<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/shrdlu\">SHRDLU<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/similarity%20measure\">similarity measure<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/simulated%20annealing\">simulated annealing<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/sql\">SQL<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/sub-symbolic%20systems\">sub-symbolic systems<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/sufficient%20reason\">sufficient reason<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/symbolic%20machine%20learning\">symbolic machine learning<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/symbolic%20regression\">symbolic regression<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/synergistic%20interaction\">synergistic interaction<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/synthetic%20data\">synthetic data<\/a><\/strong>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/tacit%20knowledge\">tacit knowledge<\/a><\/strong>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/uncertainty\">uncertainty<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/unconscious%20bias\">unconscious bias<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/unsupervised%20clustering\">unsupervised clustering<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/unsupervised%20learning\">unsupervised learning<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/user%20interface\">user interface<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/visual%20analytics\">visual analytics<\/a>, <a href=\"https:\/\/alandix.com\/glossary\/aibook\/visualisation\">visualisation<\/a>, <strong><a href=\"https:\/\/alandix.com\/glossary\/aibook\/xcon\">XCON<\/a><\/strong><\/div>\n\n\n\n\n<\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"parent":221,"menu_order":18,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"class_list":["post-263","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/pages\/263","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/comments?post=263"}],"version-history":[{"count":3,"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/pages\/263\/revisions"}],"predecessor-version":[{"id":308,"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/pages\/263\/revisions\/308"}],"up":[{"embeddable":true,"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/pages\/221"}],"wp:attachment":[{"href":"https:\/\/alandix.com\/aibook\/wp-json\/wp\/v2\/media?parent=263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}