[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-127579-en":3,"doc-seo-127579-105":30,"detail-sidebar-cat-0-en-105":84},{"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},127579,549768064622,"Anda","https://ap-avatar.wpscdn.com/davatar_6f874abed73319feea01a86fa6f0fab8",8,"Research & Report","Fairness and Robustness in Machine Learning - Doctoral Thesis","This doctoral thesis examines how fairness objectives can be incorporated into machine learning systems while maintaining robustness under real-world conditions. It frames fairness as a core requirement alongside performance stability, addressing the risks that arise when models are sensitive to data variation, distribution shifts, or adversarial/uncertain inputs. The work documents supervised academic research, acknowledges multiple funding sources, and positions the resulting methods and analyses as suitable for evaluation toward the international doctorate award.","FAIRNESS AND ROBUSTNESS IN MACHINE LEARNING  \nAshneet Khandpur Singh  \nADVERTIMENT. L'accés als continguts d'aquesta tesi doctoral i la seva utilització ha de respectar els drets de la persona autora. Pot ser utilitzada per a consulta o estudi personal, així com en activitats o materials d'investigació i docència en els termes establerts a l'art. 32 del Text Refós de la Llei de Propietat Intel·lectual (RDL 1/1996) . Per altres utilitzacions es requereix l'autorització prèvia i expressa de la persona autora. En qualsevol cas, en la utilització dels seus continguts caldrà indicar de forma clara el nom i cognoms de la persona autora i el títol de la tesi doctoral. No s'autoritza la seva reproducció o altres formes d'explotació efectuades amb finalitats de lucre ni la seva comunicació pública des d'un lloc aliè al servei TDX. Tampocs'autoritza la presentació del seu contingut en una finestra o marc aliè a TDX (framing) . Aquesta reserva de drets afecta tant als continguts de la tesi com als seus resums i índexs.  \nADVERTENCIA. El acceso a los contenidos de esta tesis doctoral y su utilización debe respetar los derechos de la persona autora. Puede ser utilizada para consulta o estudio personal, así como enactividades o materiales de investigación y docencia en los términos establecidos en el art. 32 del Texto Refundido de la Ley de Propiedad Intelectual (RDL 1/1996) . Para otros usos se requiere la autorizaciónprevia y expresa de la persona autora. En cualquier caso, en la utilización de sus contenidos se deberá indicar de forma clara el nombre y apellidos de la persona autora y el título de la tesis doctoral. No seautoriza su reproducción u otras formas de explotación efectuadas con fines lucrativos ni su comunicaciónpública desde un sitio ajeno al servicio TDR. Tampoco se autoriza la presentación de su contenido en una ventana o marco ajeno a TDR (framing) . Esta reserva de derechos afecta tanto al contenido de la tesis como a sus resúmenes e índices.  \nWARNING. Access to the contents of this doctoral thesis and its use must respect the rights of the author. It can be used for reference or private study, as well as research and learning activities or materials in the terms established by the 32nd article of the Spanish Consolidated Copyright Act (RDL 1/1996) . Express and previous authorization of the author is required for any other uses. In any case, when using its content, full name of the author and title of the thesis must be clearly indicated. Reproduction or other forms of for profit use or public communication from outside TDX service is not allowed. Presentation of its content in a window or frame external to TDX (framing) is not authorized either. These rights affect both the content of the thesis and its abstracts and indexes.  \nFairness and Robustness in Machine Learning  \nAshneet Khandpur Singh  \nDOCTORAL THESIS  \n2023  \nAshneet Khandpur Singh  \nFairness and Robustness in Machine  \nLearning  \nDOCTORAL THESIS  \nSupervised by Prof. Dr. Josep Domingo-Ferrer Co-Supervised by Dr. Alberto Blanco-Justicia  \nDepartment of Computer Engineering and Mathematics  \nJanuary 2023  \nI STATE that the present study, entitled “Fairness and Robustness in Machine Learning”, presented by Ashneet Khandpur Singh for the award of the degree of Doctor, has been carried out under my supervision at the Department of Computer Engineering and Mathematics of this university, and that it fulfills all the requirements to be eligible for the International Doctorate Award.  \nTarragona, January 24, 2023  \nDoctoral Thesis Supervisor Doctoral Thesis Supervisor  \nProf. Dr. Josep Domingo-Ferrer Dr. Alberto Blanco-Justicia  \niii  \nThe following funding sources are gratefully acknowledged: European Commission (projects H2020-871042 “SoBigData++” and H2020-101006879 “MobiDataLab”), the Government of Catalonia (ICREA Acadèmia Prize to J. Domingo-Ferrer), the Spanish MCIN/AEI/10.13039/ 501100011033 /FEDER, UE under project PID2021-123637NB-I00 “CURLING”, and th","cbCaiv90qqIpo5b6","https://ap.wps.com/l/cbCaiv90qqIpo5b6","pdf",4749860,1,119,"English","en",105,"# Acknowledgments and Rights Notice\n## Funding sources acknowledged\n# Thesis Overview\n## Title and author\n## Supervision and institutional information\n# Declaration of Supervision","[{\"question\":\"When and where was the thesis formally declared?\",\"answer\":\"The declaration is dated Tarragona, January 24, 2023, and the thesis submission is associated with January 2023 as stated in the front matter.\"}]","Fairness and Robustness in Machine Learning - Doctoral Thesis | PDF",1785940092,300,{"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":79,"head_meta":81,"extra_data":83,"updated_unix":28},"fairness-and-robustness-in-machine-learning-doctoral-thesis","",{"@graph":36,"@context":78},[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/fairness-and-robustness-in-machine-learning-doctoral-thesis/127579/",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","2026-08-22","2026-08-05",true,{"@type":66,"interactionType":67,"userInteractionCount":20},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72],{"name":73,"@type":74,"acceptedAnswer":75},"When and where was the thesis formally declared?","Question",{"text":76,"@type":77},"The declaration is dated Tarragona, January 24, 2023, and the thesis submission is associated with January 2023 as stated in the front matter.","Answer","https://schema.org",{"og:url":52,"og:type":80,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":82,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":85},[86,90,94,98,103,108,113,116,121,124,128],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":87,"show_sort_weight":88,"slug":89},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":91,"show_sort_weight":92,"slug":93},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":95,"show_sort_weight":96,"slug":97},"Exam",70,"exam",{"id":99,"doc_module":4,"doc_module_name":46,"category_name":100,"show_sort_weight":101,"slug":102},5,"Comic",60,"comic",{"id":104,"doc_module":4,"doc_module_name":46,"category_name":105,"show_sort_weight":106,"slug":107},6,"Technology",50,"technology",{"id":109,"doc_module":4,"doc_module_name":46,"category_name":110,"show_sort_weight":111,"slug":112},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":114,"slug":115},30,"research-report",{"id":117,"doc_module":4,"doc_module_name":46,"category_name":118,"show_sort_weight":119,"slug":120},9,"Religion & Spirituality",20,"religion-spirituality",{"id":119,"doc_module":4,"doc_module_name":46,"category_name":122,"show_sort_weight":119,"slug":123},"World Cup","world-cup",{"id":125,"doc_module":4,"doc_module_name":46,"category_name":126,"show_sort_weight":125,"slug":127},10,"Lifestyle","lifestyle",{"id":129,"doc_module":4,"doc_module_name":46,"category_name":130,"show_sort_weight":99,"slug":131},19,"General","general"]