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COVID-19 has hit the world unprepared as the deadliest pandemic of the century. Governments and authorities as leaders and decision makers fighting the virus enormously tap into the power of artificial intelligence and its predictive models for urgent decision support. This book showcases a collection of important predictive models that used during the pandemic and discusses and compares their efficacy and limitations. Readers from both healthcare industries and academia can gain unique insights on how predictive models were designed and applied on epidemic data. Taking COVID19 as a case study and showcasing the lessons learnt this book will enable readers to be better prepared in the event of virus epidemics or pandemics in the future.