{"id":433925,"date":"2026-08-24T17:23:39","date_gmt":"2026-08-24T09:23:39","guid":{"rendered":"https:\/\/library.usj.edu.mo\/?post_type=tnc_col_19837_item&#038;p=433925"},"modified":"2026-08-24T18:33:36","modified_gmt":"2026-08-24T10:33:36","slug":"the-comparison-of-different-linear-and-nonlinear-models-using-preliminary-data-to-efficiently-analyze-the-covid-19-outbreak","status":"publish","type":"tnc_col_19837_item","link":"https:\/\/library.usj.edu.mo\/zh\/scholarly-work-usj\/the-comparison-of-different-linear-and-nonlinear-models-using-preliminary-data-to-efficiently-analyze-the-covid-19-outbreak\/","title":{"rendered":"THE COMPARISON OF DIFFERENT LINEAR AND NONLINEAR MODELS USING PRELIMINARY DATA TO EFFICIENTLY ANALYZE THE COVID-19 OUTBREAK"},"content":{"rendered":"<p>THE COVID-19 PANDEMIC SPREAD GENERATED AN URGENT NEED FOR COMPUTATIONAL SYSTEMS TO MODEL ITS BEHAVIOR AND SUPPORT GOVERNMENTS AND HEALTHCARE TEAMS TO MAKE PROPER DECISIONS. THERE ARE NOT MANY CASES OF GLOBAL PANDEMICS IN HISTORY, AND THE MOST RECENT ONE HAS UNIQUE CHARACTERISTICS, WHICH ARE TIGHTLY CONNECTED TO THE CURRENT SOCIETY\u2019S LIFESTYLE AND BELIEFS, CREATING AN ENVIRONMENT OF UNCERTAINTY. BECAUSE OF THAT, THE DEVELOPMENT OF MATHEMATICAL\/COMPUTATIONAL MODELS TO FORECAST THE PANDEMIC BEHAVIOR SINCE ITS BEGINNING, I.E., WITH A RESTRICTED AMOUNT OF DATA COLLECTED, IS NECESSARY. THIS CHAPTER FOCUSES ON THE ANALYSIS OF DIFFERENT DATA MINING TECHNIQUES TO ALLOW THE PANDEMIC PREDICTION WITH A SMALL AMOUNT OF DATA. A CASE STUDY IS PRESENTED CONSIDERING THE DATA FROM WUHAN, THE CHINESE CITY WHERE THE VIRUS WAS FIRST DETECTED, AND THE PLACE WHERE THE MAJOR OUTBREAK OCCURRED. THE PNN\u2009+\u2009CF METHOD (POLYNOMIAL NEURAL NETWORK WITH CORRECTIVE FEEDBACK) IS PRESENTED AS THE TECHNIQUE WITH THE BEST PREDICTION PERFORMANCE. THIS IS A PROMISING METHOD THAT MIGHT BE CONSIDERED IN FUTURE EVENTUAL WAVES OF THE CURRENT PANDEMIC OR EVENT TO HAVE A SUITABLE MODEL FOR FUTURE EPIDEMIC OUTBREAKS AROUND THE WORLD.<\/p>","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","class_list":["post-433925","tnc_col_19837_item","type-tnc_col_19837_item","status-publish","format-standard","hentry","tnc_tax_19818-english","tnc_tax_19716-faculty-of-business-and-law","tnc_tax_19659-booksection"],"taxonomy_info":[],"featured_image_src_large":false,"author_info":[],"comment_info":0,"featured_img":false,"coauthors":[],"author_meta":{"author_link":"https:\/\/library.usj.edu.mo\/zh\/author\/emilychan\/","display_name":"emily chan"},"relative_dates":{"created":"Posted 4 \u5929 ago","modified":"Updated 4 \u5929 ago"},"absolute_dates":{"created":"Posted on 24 8 \u6708, 2026","modified":"Updated on 24 8 \u6708, 2026"},"absolute_dates_time":{"created":"Posted on 24 8 \u6708, 2026 5:23 \u4e0b\u5348","modified":"Updated on 24 8 \u6708, 2026 6:33 \u4e0b\u5348"},"featured_img_caption":"","tax_additional":{"tnc_tax_19993":{"linked":[],"unlinked":[],"slug":"tnc_tax_19993","name":"SDGs"},"tnc_tax_19818":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/language\/english\/\" class=\"advgb-post-tax-term\">ENGLISH<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">ENGLISH<\/span>"],"slug":"tnc_tax_19818","name":"LANGUAGE"},"tnc_tax_19716":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/faculty-research-unit\/faculty-of-business-and-law\/\" class=\"advgb-post-tax-term\">FACULTY OF BUSINESS AND LAW<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">FACULTY OF BUSINESS AND LAW<\/span>"],"slug":"tnc_tax_19716","name":"FACULTY \/ RESEARCH UNIT"},"tnc_tax_19664":{"linked":[],"unlinked":[],"slug":"tnc_tax_19664","name":"SUBJECT"},"tnc_tax_19659":{"linked":["<a href=\"https:\/\/library.usj.edu.mo\/zh\/resource-type\/booksection\/\" class=\"advgb-post-tax-term\">Book Section<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">Book Section<\/span>"],"slug":"tnc_tax_19659","name":"Document Type"}},"series_order":"","_links":{"self":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/433925","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item"}],"about":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/types\/tnc_col_19837_item"}],"replies":[{"embeddable":true,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/comments?post=433925"}],"version-history":[{"count":1,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/433925\/revisions"}],"predecessor-version":[{"id":436613,"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/tnc_col_19837_item\/433925\/revisions\/436613"}],"wp:attachment":[{"href":"https:\/\/library.usj.edu.mo\/zh\/wp-json\/wp\/v2\/media?parent=433925"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}