[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-119425-en":3,"doc-seo-119425-105":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},119425,2336464648746,"Skyler","https://ap-avatar.wpscdn.com/davatar_276721f389ce27ea32af1340a28f341c",8,"Research & Report","Cyber Threat Detection using Multifaceted Machine Learning Approaches - PhD Dissertation","A doctoral dissertation titled “Cyber Threat Detection using Multifaceted Machine Learning Approaches” presents research in the area of industrial engineering with a focus on detecting cyber threats using multiple machine learning methods. The work is positioned as a PhD submission at the University of Tennessee, Knoxville, and includes related publication material from prior journal and conference/IEEE sources. The dissertation also includes an acknowledgements section describing academic guidance and support, along with partial funding information from the SMART scholarship program.","University of Tennessee, Knoxville  \nTRACE: Tennessee Research and Creative Exchange  \n\n| Doctoral Dissertations | Graduate School |\n| --- | --- |\n| 12-2024\u003Cbr>Cyber Threat Detection using Multifaceted Machine Approaches\u003Cbr>Curtis Ray Rookard Jr.\u003Cbr>University of Tennessee, Knoxville, [crookard@vols.utk.edu](crookard@vols.utk.edu)\u003Cbr>Follow this and additional works at: [https://trace.tennessee.edu/utk_graddiss](https://trace.tennessee.edu/utk_graddiss)\u003Cbr> Part of the Industrial Engineering Commons | Learning |\n\nRecommended Citation  \nRookard, Curtis Ray Jr., \"Cyber Threat Detection using Multifaceted Machine Learning Approaches. \" PhD diss., University of Tennessee, 2024.  \n[https://trace.tennessee.edu/utk_graddiss/1](https://trace.tennessee.edu/utk_graddiss/1)1383  \nThis Dissertation is brought to you for free and open access by the Graduate School at TRACE: Tennessee Research and Creative Exchange. It has been accepted for inclusion in Doctoral Dissertations by an authorized administrator of TRACE: Tennessee Research and Creative Exchange. For more information, please contact [trace@utk.edu](trace@utk.edu).  \nTo the Graduate Council:  \nI am submitting herewith a dissertation written by Curtis Ray Rookard Jr. entitled \"Cyber Threat Detection using Multifaceted Machine Learning Approaches.\" I have examined the final electronic copy of this dissertation for form and content and recommend that it be accepted in partial fulfillment of the requirements for the degree of Doctor of Philosophy, with a major in Industrial Engineering.  \nAnahita Khojandi, Major Professor  \nWe have read this dissertation and recommend its acceptance: Catalin Roman, Hugh Medal, Zhongshun Shi  \nAccepted for the Council: Dixie L. Thompson  \nVice Provost and Dean of the Graduate School  \n(Original signatures are on file with official student records.)  \nTo the Graduate Council:  \nI am submitting herewith a dissertation written by Curtis Ray Rookard Jr. entitled“Cyber Threat Detection using Multifaceted Machine Learning Approaches.” I have examined the final paper copy of this dissertation for form and content and recommend that it be accepted in partial fulfillment of the requirements for the degree of Doctor of Philosophy, with a major in Industrial Engineering.  \nAnahita Khojandi, Major Professor  \nWe have read this dissertation and recommend its acceptance:  \n\n| Catalin Roman |\n| --- |\n| Hugh Medal |\n\nZhongshun Shi  \nAccepted for the Council:  \nDixie L. Thompson  \nVice Provost and Dean of the Graduate School  \nTo the Graduate Council:  \nI am submitting herewith a dissertation written by Curtis Ray Rookard Jr. entitled“Cyber Threat Detection using Multifaceted Machine Learning Approaches.” I have examined the final electronic copy of this dissertation for form and content and recommend that it be accepted in partial fulfillment of the requirements for the degree of Doctor of Philosophy, with a major in Industrial Engineering.  \nAnahita Khojandi, Major Professor  \nWe have read this dissertation and recommend its acceptance:  \nCatalin Roman  \n\n| Hugh Medal |\n| --- |\n| Zhongshun Shi |\n\nAccepted for the Council: Dixie L. Thompson  \nVice Provost and Dean of the Graduate School  \n(Original signatures are on file with official student records.)  \nCyber Threat Detection using Multifaceted Machine Learning  \nApproaches  \nA Dissertation Presented for the Doctor of Philosophy Degree  \nThe University of Tennessee, Knoxville  \nCurtis Ray Rookard Jr.  \nDecember 2024  \nTo my mom and my wife who always pushed me to further my education  \nAcknowledgements  \nI would like to extend my utmost appreciation and thanks to my advisor, Dr. Anahita Khojandi, who guided me through my studies at the University of Tennessee. Without her support, I would not have been able to complete my dissertation and become the researcher I am today. I would also like to extend a warm thanks to my committee members, Drs. Catalin Roman, Hugh Medal, and Zhongshun Shi for their willingness to serve","cbCaitf3vbL6FkyW","https://ap.wps.com/l/cbCaitf3vbL6FkyW","pdf",3336249,1,179,"English","en",105,"# Dissertation Metadata and Acceptance\n## Major Professor and Committee Recommendations\n# Dissertation Title Page\n## Degree Information and Date\n# Dedication and Acknowledgements\n## Advisor and Committee Support\n# Funding and Prior Publications","[{\"question\":\"What is the dissertation’s main topic?\",\"answer\":\"The dissertation focuses on cyber threat detection using multifaceted machine learning approaches.\"},{\"question\":\"Which university and degree does the dissertation support?\",\"answer\":\"It is presented for the Doctor of Philosophy degree at the University of Tennessee, Knoxville.\"},{\"question\":\"Who provided major academic supervision?\",\"answer\":\"Anahita Khojandi is listed as the major professor and advisor who guided the author through the studies.\"}]","Cyber Threat Detection using Multifaceted Machine Learning Approaches - PhD Dissertation | PDF",1785724232,451,{"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},"cyber-threat-detection-using-multifaceted-machine-learning-approaches-phd-dissertation","",{"@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/cyber-threat-detection-using-multifaceted-machine-learning-approaches-phd-dissertation/119425/",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 dissertation’s main topic?","Question",{"text":75,"@type":76},"The dissertation focuses on cyber threat detection using multifaceted machine learning approaches.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"Which university and degree does the dissertation support?",{"text":80,"@type":76},"It is presented for the Doctor of Philosophy degree at the University of Tennessee, Knoxville.",{"name":82,"@type":73,"acceptedAnswer":83},"Who provided major academic supervision?",{"text":84,"@type":76},"Anahita Khojandi is listed as the major professor and advisor who guided the author through the studies.","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"]