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

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Presentation on theme: "M.A. Ali, Z. Ahsan, M. Amin, S. Latif, A. Ayyaz, M.N. Ayyaz"— Presentation transcript:

1 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 (May 2016) DOI: /j.puhe Copyright © 2016 The Royal Society for Public Health Terms and Conditions

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

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

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

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

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

7 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  , 72-85DOI: ( /j.puhe ) Copyright © 2016 The Royal Society for Public Health Terms and Conditions

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

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

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

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


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