[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-127073-en":3,"doc-seo-127073-105":30,"detail-sidebar-cat-0-en-105":92},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":20,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},127073,962084931830,"Theodore","https://ap-avatar.wpscdn.com/davatar_a8503ba1806abce46bf441b54a3ca4cd",8,"Research & Report","Explaining complex systems: a tutorial on transparency and interpretability in machine learning models - Part II - Overview of global XAI methods","The tutorial’s second segment advances from local interpretability toward a broader survey of eXplainable AI (XAI) methods, extending the foundation established in Part I. Building on LIME and SHAP as representative local, model-agnostic explanation techniques, it covers global-oriented approaches including counterfactual explanations, equation discovery, and physics-informed AI integration. The segment contrasts with the earlier focus on two specific methods and provides a general understanding of explanation strategies for making complex machine learning models interpretable at a global scale.","Explaining complex systems  \nCitation for published version (APA):  \nMaterassi, D. , Warnick, S. , Rojas, C. , Schoukens, M. , & Cross, E. (2024) . Explaining complex systems: a tutorial on transparency and interpretability in machine learning models (part II) . IFAC-PapersOnLine , 58(15), 497-501. [https://doi.org/10.1016/j.ifacol.2024.08.578](https://doi.org/10.1016/j.ifacol.2024.08.578)  \nDocument license:  \nCC BY-NC-ND  \nDOI:  \n10.1016/j.ifacol.2024.08.578  \nDocument status and date:  \nPublished: 01/07/2024  \nDocument Version:  \nPublisher’s PDF, also known as Version of Record (includes final page, issue and volume numbers)  \nPlease check the document version of this publication:  \n• A submitted manuscript is the version of the article upon submission and before peer-review. There can be important differences between the submitted version and the official published version of record. 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Mar. 2025  \n[Available online at](Available online at www.sciencedirect.com)[ www.sciencedirect.com](Available online at www.sciencedirect.com)  \nScienceDirect  \nIFAC PapersOnLine 58-15 (2024) 497–501  \nExplaining complex systems: a tutorial on transparency and interpretability in machine learning models (part II)  \nDonatello Materassi ∗ Sean Warnick ∗∗ Cristian Rojas ∗∗∗ Maarten Schoukens ∗∗∗∗ Elizabeth Cross †  \n∗ Department of Electrical and Computer Engineering, University of  \nMinnesota, [mater013@umn.edu](mater013@umn.edu)  \n∗∗ US Department of Homeland Security, Science and Technology  \nDirectorate, [sean.warnick@hq.dhs.gov](sean.warnick@hq.dhs.gov)  \n∗∗∗ EECS / Division of Decision and Control Systems, KTH Royal  \nInstitute of Technology, [cristian.rojas@ee.kth.se](cristian.rojas@ee.kth.se)[ ](cristian.rojas@ee.kth.se)∗∗∗∗ Control Systems Group, Eindhoven University of Technology,  \nEindhoven, The Netherlands, [m.schoukens@tue.nl](m.schoukens@tue.nl)[ ](m.schoukens@tue.nl)† Department of Mechanical Engineering, University of Sheffield,  \n[e.j.cross@sheffield.ac.uk](e.j.cross@sheffield.ac.uk)  \nAbstract: In the second segment of the tutorial, we transition from the granularity of local interpretability to a broader exploration of eXplainable AI (XAI) methods. Building on the specific focus of the first part, which delved into Local Interpretable Model-Agnostic Explanations (LIME) and SHapley Additive exPlanations (SHAP), this section takes a more expansive approach. We will navigate through various XAI techniques of more global nature, covering counterfactual explanations, equation discovery, and th","cbCaifLOV214Xg52","https://ap.wps.com/l/cbCaifLOV214Xg52","pdf",569631,1,6,"English","en",105,"# Abstract\n## XAI transition from local to global\n## Global explanation techniques\n## Counterfactual explanations and equation discovery\n## Physics-informed AI integration\n# Introduction\n## Motivation for XAI in system identification\n## Local explanations in Part I (LIME, SHAP)\n## Shift to global explanation methods","[{\"question\":\"What does Part II of the tutorial focus on compared with Part I?\",\"answer\":\"Part II shifts from local interpretability to a broader exploration of eXplainable AI (XAI) methods, emphasizing global explanation techniques.\"},{\"question\":\"Which XAI methods from Part I are referenced as the starting point for Part II?\",\"answer\":\"Part II builds on Local Interpretable Model-Agnostic Explanations (LIME) and SHapley Additive exPlanations (SHAP) introduced in Part I.\"},{\"question\":\"What kinds of global explanation techniques are covered in Part II?\",\"answer\":\"Part II covers counterfactual explanations, equation discovery, and the integration of physics-informed AI, providing an overview of these broader classes of techniques.\"}]","Explaining complex systems: a tutorial on transparency and interpretability in machine learning models - Part II - Overview of global XAI methods | PDF",1785936688,15,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":28},"explaining-complex-systems-a-tutorial-on-transparency-and-interpretability-in-machine-learning-models-part-ii-overview-of-global-xai-methods","",{"@graph":36,"@context":86},[37,54,69],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/research-report/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/explaining-complex-systems-a-tutorial-on-transparency-and-interpretability-in-machine-learning-models-part-ii-overview-of-global-xai-methods/127073/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-21","2026-08-05",true,{"@type":66,"interactionType":67,"userInteractionCount":20},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72,78,82],{"name":73,"@type":74,"acceptedAnswer":75},"What does Part II of the tutorial focus on compared with Part I?","Question",{"text":76,"@type":77},"Part II shifts from local interpretability to a broader exploration of eXplainable AI (XAI) methods, emphasizing global explanation techniques.","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"Which XAI methods from Part I are referenced as the starting point for Part II?",{"text":81,"@type":77},"Part II builds on Local Interpretable Model-Agnostic Explanations (LIME) and SHapley Additive exPlanations (SHAP) introduced in Part I.",{"name":83,"@type":74,"acceptedAnswer":84},"What kinds of global explanation techniques are covered in Part II?",{"text":85,"@type":77},"Part II covers counterfactual explanations, equation discovery, and the integration of physics-informed AI, providing an overview of these broader classes of techniques.","https://schema.org",{"og:url":52,"og:type":88,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":90,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":93},[94,98,102,106,111,115,120,123,128,131,135],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":95,"show_sort_weight":96,"slug":97},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":99,"show_sort_weight":100,"slug":101},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":103,"show_sort_weight":104,"slug":105},"Exam",70,"exam",{"id":107,"doc_module":4,"doc_module_name":46,"category_name":108,"show_sort_weight":109,"slug":110},5,"Comic",60,"comic",{"id":21,"doc_module":4,"doc_module_name":46,"category_name":112,"show_sort_weight":113,"slug":114},"Technology",50,"technology",{"id":116,"doc_module":4,"doc_module_name":46,"category_name":117,"show_sort_weight":118,"slug":119},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":121,"slug":122},30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},9,"Religion & Spirituality",20,"religion-spirituality",{"id":126,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":126,"slug":130},"World Cup","world-cup",{"id":132,"doc_module":4,"doc_module_name":46,"category_name":133,"show_sort_weight":132,"slug":134},10,"Lifestyle","lifestyle",{"id":136,"doc_module":4,"doc_module_name":46,"category_name":137,"show_sort_weight":107,"slug":138},19,"General","general"]