<A<em>b</em>stractText>The coronavirus disease 2019 (COVID-19) is rapidly spreading in China and more than 30 countries over last two months. COVID-19 has mu<em>lt</em>iple characteristics distinct from other infectious diseases, including high infectivity during incu<em>b</em>ation, time delay <em>b</em>etween real dynamics and daily o<em>b</em>served num<em>b</em>er of confirmed cases, and the intervention effects of implemented quarantine and control measures.</A<em>b</em>stractText><A<em>b</em>stractText>We develop a Suscepti<em>b</em>le, Un-quanrantined infected, Quarantined infected, Confirmed infected (SUQC) model to characterize the dynamics of COVID-19 and explicitly parameterize the intervention effects of control measures, which is more suita<em>b</em>le for analysis than other existing epidemic models.</A<em>b</em>stractText><p><div>(<em>b</em>)Resu<em>lt</em>s</<em>b</em>)</div>The SUQC model is applied to the daily released data of the confirmed infections to analyze the out<em>b</em>reak of COVID-19 in Wuhan, Hu<em>b</em>ei (excluding Wuhan), China (excluding Hu<em>b</em>ei) and four first-tier cities of China. We found that, <em>b</em>efore January 30, 2020, all these regions except Beijing had a reproductive num<em>b</em>er <i>R</i> > 1, and after January 30, all regions had a reproductive num<em>b</em>er <i>R</i> &<em>lt</em>; 1, indicating that the quarantine and control measures are effective in preventing the spread of COVID-19. The confirmation rate of Wuhan estimated <em>b</em>y our model is 0.0643, su<em>b</em>stantially lower than that of Hu<em>b</em>ei excluding Wuhan (0.1914), and that of China excluding Hu<em>b</em>ei (0.2189), <em>b</em>ut it jumps to 0.3229 after Fe<em>b</em>ruary 12 when clinical evidence was adopted in new diagnosis guidelines. The num<em>b</em>er of unquarantined infected cases in Wuhan on Fe<em>b</em>ruary 12, 2020 is estimated to <em>b</em>e 3,509 and declines to 334 on Fe<em>b</em>ruary 21, 2020. After fitting the model with data as of Fe<em>b</em>ruary 21, 2020, we predict that the end time of COVID-19 in Wuhan and Hu<em>b</em>ei is around late March, around mid March for China excluding Hu<em>b</em>ei, and <em>b</em>efore early March 2020 for the four tier-one cities. A total of 80,511 individuals are estimated to <em>b</em>e infected in China, among which 49,510 are from Wuhan, 17,679 from Hu<em>b</em>ei (excluding Wuhan), and the rest 13,322 from other regions of China (excluding Hu<em>b</em>ei). Note that the estimates are from a deterministic ODE model and should <em>b</em>e interpreted with some uncertainty.</p><A<em>b</em>stractText>We suggest that rigorous quarantine and control measures should <em>b</em>e kept <em>b</em>efore early March in Beijing, Shanghai, Guangzhou and Shenzhen, and <em>b</em>efore late March in Hu<em>b</em>ei. The model can also <em>b</em>e useful to predict the trend of epidemic and provide quantitative guide for other countries at high risk of out<em>b</em>reak, such as South Korea, Japan, Italy and Iran.</A<em>b</em>stractText><A<em>b</em>stractText>The supplementary materials can <em>b</em>e found online with this article at 10.1007/s40484-020-0199-0.</A<em>b</em>stractText>