Skip to main content
. 2022 Nov 16;17(11):e0277671. doi: 10.1371/journal.pone.0277671

Table 2. Comparison of observed start and end week of norovirus warning phase and predicted start and end week time interval of early detection of norovirus in 6 machine learning algorithms.

Year Observed start week Prediction (train) Observed end week Prediction (train)
SVM MLP RF GB LSTM GRU SVM MLP RF GB LSTM GRU
2009 42 43 43 43 42~44 41~42 40~42 12 15 16~18 16~18 14 12~13 13~18
2010 40 42 42~43 42~43 42 40~41 39~41 17 18 18~20 18~20 18 16~17 13~18
2011 43 44 44 44 42~44 41~43 39~43 15 17 18~19 18~19 17~19 15~16 14~17
2012 40 42 42 42 42 40~41 39~41 16 17 17~19 17~19 16~17 13~17 13~17
2013 40 43 43 43 42 40~41 40~41 10 13 16~17 16~17 12 10~11 10~15
2014 40 43 43 43 42~43 40~41 39~41 23 21 21 21 24 23~24 18~23
2015 40 43 41~43 41~43 42 39~41 40~41 13 14 17~18 17~18 14~15 13 13~23
2016 40 42 42~43 42~44 42 40~41 40~42 19 16 16 16 16 19 14~23
year observed start week prediction (test) observed end week prediction (test)
SVM MLP RF GB LSTM GRU SVM MLP RF GB LSTM GRU
2017 43 41 41~42 41~42 41 40~41 40~44 27 24 24 24 24 26~27 15~27
2018 43 43 43 43 42 40~44 40~44 22 19 19 19 21 21~22 13~22