M.A. Ali, Z. Ahsan, M. Amin, S. Latif, A. Ayyaz, M.N. Ayyaz

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Presentation transcript:

M.A. Ali, Z. Ahsan, M. Amin, S. Latif, A. Ayyaz, M.N. Ayyaz ID-Viewer: a visual analytics architecture for infectious diseases surveillance and response management in Pakistan M.A. Ali, Z. Ahsan, M. Amin, S. Latif, A. Ayyaz, M.N. Ayyaz Public Health Volume 134, Pages 72-85 (May 2016) DOI: 10.1016/j.puhe.2016.01.006 Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 1 Syndromic surveillance framework. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 2 Data acquisition module. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 3 (a) Hierarchical neuro-fuzzy flow for dynamic syndromic classification (b) Fuzzy classification of weather data, year 2011. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 4 Flow diagram for dengue prediction module. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 5 Visual analytics environment for syndromic surveillance framework. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 6 (a): Time series data for log (Cons/Hem fever cases), weather parameters, (b) Land cover classification, (Cons/Hem fever cases), Lahore, 2011. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 7 (a) Scan statistics for spatial clusters, (b)Temporal outbreak detection using C3-ULTRA constitutional/hemorrhagic fever Lahore, 2011. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 8 (a)Training data (2011w1-2014-w31), Test data(2014w32-2014w52), (b) Predicted vs actual 2014, (c) Predicted vs actual 2015. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 9 Choropleth for constitutional/hemorrhagic fever cases, Lahore, 2011. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

Fig. 10 (a) Heatmaps (b) Real-time Patient data, for constitutional/hemorrhagic fever, year 2011. Public Health 2016 134, 72-85DOI: (10.1016/j.puhe.2016.01.006) Copyright © 2016 The Royal Society for Public Health Terms and Conditions