Table 1.
Health Topic | ML Approach* | Social Media Data Source | Article Citation | Year |
---|---|---|---|---|
Chickenpox | DNN, RNN | Internet Search Query | [51] | 2018 |
Measles | CNN, RNN, SVM, k-NN, NB, RF | [50] | 2018 | |
Mosquito-borne diseases (Dengue, Zika, Chikungunya) | SVM, NB | [24] | 2018 | |
Dengue | SVM, k-means | [35] | 2018 | |
Personal-Health Experience | SVM, LR, k- NN, DT, DNN | [23] | 2017 | |
MERS, Ebola | SVM,NB.LR | [37] | 2017 | |
Personal-Health Experience | k- NN, DT, LR, SVM, DNN | [33] | 2017 | |
Mosquito-borne diseases (Dengue, Malaria, Chikungunya) | SVM, NB | [28] | 2017 | |
Flu | NB | [13] | 2017 | |
Dengue, Typhoid | SVM | [29] | 2017 | |
Influenza | ME | [46] | 2016 | |
Dengue | SVM,NB,ME | [40] | 2016 | |
Flu | SVM | [38] | 2016 | |
Asthma | SVM, LR | [32] | 2016 | |
Allergy | SVM, NB, NBM, k- NN | [20] | 2016 | |
Influenza | SVM | [34] | 2016 | |
Health-Related | SVM NB | [39] | 2016 | |
Flu/Influenza, H1N1 | LR | [44] | 2016 | |
Influenza-A (H1N1) | NB, SVM,RF, DT | [25] | 2015 | |
Allergy | NBM, NB, RF, SVM | [21] | 2015 | |
Asthma | Artificial Neural Network (ANN) | [101] | 2015 | |
ILI | SVM | [73] | 2014 | |
Flu | k-means, k-NN, SVM | Sina Microblog | [30] | 2014 |
Influenza | SVM | [72] | 2013 | |
Personal health | NB, NBM, SVM | [36] | 2013 | |
Health Related | SVM,NB,NBM,RF | [31] | 2013 |
*Abbreviations are defined in the body of the paper