[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-121331-en":3,"doc-seo-121331-105":30,"detail-sidebar-cat-0-en-105":91},{"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":4,"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},121331,687197207057,"Sage","https://ap-avatar.wpscdn.com/davatar_29158cc5080c5b710cf443261637dec0",8,"Research & Report","Knowledge Graphs - Automatic Feature Engineering and Machine Learning in Algorithmic Trading for Financial Markets","The research work focuses on applying knowledge graphs together with automatic feature engineering and machine learning techniques to support algorithmic trading in financial markets. Emphasis is placed on building data-driven representations and deriving features without manual design, then learning predictive or decision-oriented models for trading-related tasks. The acknowledgments highlight mentorship and expert feedback shaping the research direction, refinement of methods, and development of skills throughout the doctoral journey. Overall, the thesis aims to improve trading performance through structured knowledge and automated modeling approaches.","Università degli Studi di Camerino  \nSchool of Advanced Studies Dottorato di Ricerca in Scienze e Tecnologie Computer Science-XXXIV Ciclo  \nKnowledge Graphs, Automatic Feature Engineering and Machine Learning in Algorithmic Trading for Financial Markets  \nRelatore  \nProf. Andrea Polini  \nDottorando  \nZaigham Abbas  \nCommissione Esaminatrice  \nUniversity of Camerino  \nSchool of Advanced Studies Doctor of Philosophy in Sciences and Technology Computer Science-XXXIV Cycle  \nKnowledge Graphs, Automatic Feature Engineering and Machine Learning in Algorithmic Trading for Financial Markets  \nSupervisor  \nProf. Andrea Polini  \nPhD Candidate  \nZaigham Abbas  \nDoctoral Examination Committee  \n“If my mind can conceive it, if my heart can believe it then I can achieve it.”  \n-Muhammad Ali  \n“I Dedicate this thesis to my Inspiring Father Haji Muhammad Shahbaz (Late), Mother Tahira Shahbaz, My Beloved Queen Fizzah Zaigham, Two princesses Shahezamn Abbas and Aira Abbas. ”  \n-Yours Zaigham Abbas  \nAcknowledgments  \nI sincerely appreciate the esteemed PhD supervisor, Dr. Andrea Polini, whose invaluable guidance has been instrumental in shaping this research endeavor. His unwavering commitment to supporting early career researchers and exceptional expertise make him a true role model in the competitive realm of academia. His roadmap and the sharpening of my skills under his mentorship have fueled my dedicated efforts throughout this journey. In addition to my supervisor, I thank Dr. Massimo Callisto De Donato, Dr. Emanuele Pomante, and Cristina Soave for their significant contributions and insightful suggestions regarding the Corporate and Academic World. Their guidance has played a pivotal role in refining my research and development work, leaving an indelible mark on my academic pursuits. As I conclude this extensive Ph.D. journey, I take pride in my accomplishments and recognize their transformative impact on my research abilities and personal growth. The enduring commitment and determination demonstrated by those who supported me have profoundly influenced my character. I express heartfelt thanks to my parents, whose teachings on hard work and unwavering devotion to overcoming challenges have been a guiding light. Their dedication and resilience continue to inspire me as I reflect on my achievements. Gratitude also extends to my family, including my siblings and friends, who stood by me through thick and thin, offering moral support and celebrating each milestone. Special thanks to Mr. Ahmad Ali, Mr. Zahir Abbas, Mr. Muhammad Usman Mir, and Zohaib Hussain for being unwavering support pillars throughout this academic journey. Your encouragement and belief in me have strengthened and inspired me.  \nThanks!","cbCaiodUda3xsYDF","https://ap.wps.com/l/cbCaiodUda3xsYDF","pdf",8241716,1,259,"English","en",105,"# Acknowledgments\n## PhD supervision and guidance\n## Academic and corporate contributions\n## Personal support and dedication","[{\"question\":\"What is the thesis topic?\",\"answer\":\"The thesis centers on knowledge graphs combined with automatic feature engineering and machine learning for algorithmic trading in financial markets.\"},{\"question\":\"Who is acknowledged as the PhD supervisor?\",\"answer\":\"Dr. Andrea Polini is acknowledged as the PhD supervisor for his guidance and mentorship.\"},{\"question\":\"How did other contributors influence the research?\",\"answer\":\"Additional contributors are thanked for providing significant contributions and insightful suggestions that helped refine the research and development work.\"}]","Knowledge Graphs - Automatic Feature Engineering and Machine Learning in Algorithmic Trading for Financial Markets | PDF",1785735097,653,{"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":86,"head_meta":88,"extra_data":90,"updated_unix":28},"knowledge-graphs-automatic-feature-engineering-and-machine-learning-in-algorithmic-trading-for-financial-markets","",{"@graph":36,"@context":85},[37,54,68],{"@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/knowledge-graphs-automatic-feature-engineering-and-machine-learning-in-algorithmic-trading-for-financial-markets/121331/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":62,"encodingFormat":61,"isAccessibleForFree":63,"interactionStatistic":64},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-03",true,{"@type":65,"interactionType":66,"userInteractionCount":4},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71,77,81],{"name":72,"@type":73,"acceptedAnswer":74},"What is the thesis topic?","Question",{"text":75,"@type":76},"The thesis centers on knowledge graphs combined with automatic feature engineering and machine learning for algorithmic trading in financial markets.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"Who is acknowledged as the PhD supervisor?",{"text":80,"@type":76},"Dr. Andrea Polini is acknowledged as the PhD supervisor for his guidance and mentorship.",{"name":82,"@type":73,"acceptedAnswer":83},"How did other contributors influence the research?",{"text":84,"@type":76},"Additional contributors are thanked for providing significant contributions and insightful suggestions that helped refine the research and development work.","https://schema.org",{"og:url":52,"og:type":87,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":89,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":92},[93,97,101,105,110,115,120,123,128,131,135],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":94,"show_sort_weight":95,"slug":96},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":98,"show_sort_weight":99,"slug":100},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":102,"show_sort_weight":103,"slug":104},"Exam",70,"exam",{"id":106,"doc_module":4,"doc_module_name":46,"category_name":107,"show_sort_weight":108,"slug":109},5,"Comic",60,"comic",{"id":111,"doc_module":4,"doc_module_name":46,"category_name":112,"show_sort_weight":113,"slug":114},6,"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":106,"slug":138},19,"General","general"]