[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-117997-en":3,"doc-seo-117997-105":29,"detail-sidebar-cat-0-en-105":89},{"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":20,"language":21,"language_code":22,"site_id":23,"html_lang":22,"table_of_contents":24,"faqs":25,"seo_title":26,"seo_description":14,"update_tm":27,"read_time":28},117997,962084926284,"Aurora","https://ap-avatar.wpscdn.com/davatar_29158cc5080c5b710cf443261637dec0",8,"Research & Report","Cyberattacks Predictions Workflow using Machine Learning","Validate an effective machine learning approach for cyberattack prediction using a workflow built on three classifiers: decision tree, logistic regression, and support vector machines. The method evaluates model performance by executing a network attack and deploying a monitoring, processing, storage, visualization, and data-transfer toolchain to create a realistic environment. Results support the workflow-driven prediction pipeline developed for more accurate, data-informed detection.","Scheduled System Maintenance: On Saturday, July 22, IEEE Xplore will undergo scheduled maintenance from 9:00 AM-1:00 PM ET (1:00- 5:00 PM UTC) . During this time, there will be periods when the website will be unavailable. We apologize for any inconvenience.  \n[IEEE.org](IEEE.org)  \n IEEE Xplore  \nIEEE SA  \nIEEE Spectrum  \nMore Sites Subscribe Subscribe Cart  \n􀇥   \n Create  \n􀉆 Account  \n􀄌 Browse 􀃙 My Settings 􀃙 Help 􀃙 Institutional Sign In Institutional Sign In  \n􀁾  \nAll 􀄕  \n􀁵  \nADVANCED SEARCH  \nConferences > 2021 IEEE International Confe... 􀂾  \nCyberattacks Predictions Workflow using Machine Learning  \nPublisher: IEEE  \nCite This  \n􀆥 PDF  \nCarlos Eduardo Barrera Pérez ; Jairo E. Serrano ; Juan Carlos Martinez-Santos All Authors 􀅦  \n􀈂 􀆵 􀇁 􀃝  \n180  \nFull  \nText Views  \n􀄬  \nAlerts  \nManage Content Alerts Add to Citation Alerts  \nAbstract  \nDocument Sections  \nI. Introduction  \nII. Related Work  \nIII. Method  \nIV. Result  \n􀆥  \nDown  \nPDF  \nAbstract:This research aims to validate the effectiveness of a machine learning model composed of three classifiers: decision tree, logistic regression, and support vector machine... View more  \n􀄘 Metadata  \nAbstract:  \nPers  \nSign  \nV. Conclusions  \nThis research aims to validate the effectiveness of a machine learning model composed of three classifiers: decision tree, logistic regression, and support vector machines. Through the design of a workflow, we demonstrate the  \nAuthors  \nFigures  \nReferences  \nKeywords  \nMetrics  \neffectiveness of the model. First, we execute a network attack, and then monitoring, processing, storage, visualization, and data transfer tools are implemented to create the most realistic environment possible and obtain more accurate predictions.  \nPublished in: 2021 IEEE International Conference on Machine Learning and Applied Network Technologies (ICMLANT)  \nDate of Conference: 16-17 December 2021 INSPEC Accession Number: 22409994  \n Date Added to IEEE Xplore: 02 February 2022 DOI: 10.1109/ICMLANT53170.2021.9690527  IEEEMorewebLsiikteeTshpislace cookie􀄘sIoInufrocioent:o give you the best user experieneubBlihuenIgEr websites,   \nAccept & Close  \nyou agree to the placement of these cookies. To learn more, read our Privacy Policy.","cbCaioAQ1aXAzIFh","https://ap.wps.com/l/cbCaioAQ1aXAzIFh","pdf",149648,1,"English","en",105,"# Abstract\n# Introduction\n# Related Work\n# Method\n# Result\n# Conclusions","[{\"question\":\"Which machine learning classifiers are used in the study’s prediction workflow?\",\"answer\":\"The workflow combines three classifiers: decision tree, logistic regression, and support vector machine.\"},{\"question\":\"How does the research build a realistic environment for predictions?\",\"answer\":\"It executes a network attack, then applies monitoring, processing, storage, visualization, and data transfer tools to collect and manage data for the pipeline.\"},{\"question\":\"What is the main objective and outcome of the paper?\",\"answer\":\"The research aims to validate the effectiveness of the combined model and demonstrate the workflow’s impact on achieving more accurate predictions.\"}]","Cyberattacks Predictions Workflow using Machine Learning | PDF",1785680689,3,{"code":4,"msg":30,"data":31},"ok",{"site_id":23,"language":22,"slug":32,"title":13,"keywords":33,"description":14,"schema_data":34,"social_meta":84,"head_meta":86,"extra_data":88,"updated_unix":27},"cyberattacks-predictions-workflow-using-machine-learning","",{"@graph":35,"@context":83},[36,52,66],{"@type":37,"itemListElement":38},"BreadcrumbList",[39,43,47,49],{"item":40,"name":41,"@type":42,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":44,"name":45,"@type":42,"position":46},"https://docshare.wps.com/document/","Document",2,{"item":48,"name":12,"@type":42,"position":28},"https://docshare.wps.com/document/research-report/",{"item":50,"name":13,"@type":42,"position":51},"https://docshare.wps.com/document/cyberattacks-predictions-workflow-using-machine-learning/117997/",4,{"url":50,"name":13,"@type":53,"author":54,"headline":13,"publisher":56,"fileFormat":59,"inLanguage":22,"description":14,"dateModified":60,"datePublished":60,"encodingFormat":59,"isAccessibleForFree":61,"interactionStatistic":62},"DigitalDocument",{"name":9,"@type":55},"Person",{"url":40,"name":57,"@type":58},"DocShare","Organization","application/pdf","2026-08-02",true,{"@type":63,"interactionType":64,"userInteractionCount":4},"InteractionCounter",{"@type":65},"ViewAction",{"@type":67,"mainEntity":68},"FAQPage",[69,75,79],{"name":70,"@type":71,"acceptedAnswer":72},"Which machine learning classifiers are used in the study’s prediction workflow?","Question",{"text":73,"@type":74},"The workflow combines three classifiers: decision tree, logistic regression, and support vector machine.","Answer",{"name":76,"@type":71,"acceptedAnswer":77},"How does the research build a realistic environment for predictions?",{"text":78,"@type":74},"It executes a network attack, then applies monitoring, processing, storage, visualization, and data transfer tools to collect and manage data for the pipeline.",{"name":80,"@type":71,"acceptedAnswer":81},"What is the main objective and outcome of the paper?",{"text":82,"@type":74},"The research aims to validate the effectiveness of the combined model and demonstrate the workflow’s impact on achieving more accurate predictions.","https://schema.org",{"og:url":50,"og:type":85,"og:title":13,"og:site_name":57,"og:description":14},"article",{"robots":87,"canonical":50},"index,follow",{"doc_id":7,"site_id":23},{"code":4,"msg":5,"data":90},[91,95,99,103,108,113,118,121,126,129,133],{"id":20,"doc_module":4,"doc_module_name":45,"category_name":92,"show_sort_weight":93,"slug":94},"Story & Novel",90,"story-novel",{"id":46,"doc_module":4,"doc_module_name":45,"category_name":96,"show_sort_weight":97,"slug":98},"Literature",80,"literature",{"id":51,"doc_module":4,"doc_module_name":45,"category_name":100,"show_sort_weight":101,"slug":102},"Exam",70,"exam",{"id":104,"doc_module":4,"doc_module_name":45,"category_name":105,"show_sort_weight":106,"slug":107},5,"Comic",60,"comic",{"id":109,"doc_module":4,"doc_module_name":45,"category_name":110,"show_sort_weight":111,"slug":112},6,"Technology",50,"technology",{"id":114,"doc_module":4,"doc_module_name":45,"category_name":115,"show_sort_weight":116,"slug":117},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":45,"category_name":12,"show_sort_weight":119,"slug":120},30,"research-report",{"id":122,"doc_module":4,"doc_module_name":45,"category_name":123,"show_sort_weight":124,"slug":125},9,"Religion & Spirituality",20,"religion-spirituality",{"id":124,"doc_module":4,"doc_module_name":45,"category_name":127,"show_sort_weight":124,"slug":128},"World Cup","world-cup",{"id":130,"doc_module":4,"doc_module_name":45,"category_name":131,"show_sort_weight":130,"slug":132},10,"Lifestyle","lifestyle",{"id":134,"doc_module":4,"doc_module_name":45,"category_name":135,"show_sort_weight":104,"slug":136},19,"General","general"]