5.5 Parameter Estimation

Some important parameters are:

  • The duration of untreated malaria infections and the accuracy of various diagnostic methods in humans at different ages and with different histories of exposure;

  • The frequency of full and partial treatment with anti-malarial drugs overall; and especially the promptness of treatment in response to severe malaria;

  • Human travel and mobility;

  • Human demography, including birth rates, age-specific death rates and migration;

  • The frequency of other causes of fever and disease and their interactions with malaria;

  • Baseline adult mosquito bionomic parameters: mosquito population density, blood feeding rates and habits, and mosquito survival and dispersal;

  • The effect of weather and resource availability on baseline adult mosquito bionomics and mosquito population dynamics, including aquatic mosquito populations;

  • The mix of local vector species and the frequency of insecticide resistance;

  • Spatial heterogeneity in the local coverage of various kinds of vector control;

  • Local behaviors and the effects and effect sizes of vector control;

Models are approximations. We make a distinction between biological processes and observational processes.

  • State Space Modeling

    • Model Fitting