Seminarium
Evenemanget har passerat

Statistiskt seminarium

Lembris Njotto, University of Dar es Salaam: Spatio-temporal modeling of malaria cases in Tanzania

Översikt

Evenemanget har passerat
  • Datum:Startar 20 november 2024, 13:15Slutar 20 november 2024, 14:00
  • Plats:
    MV:L14, Chalmers tvärgata 3
  • Språk:Engelska

Abstrakt finns enbart på engelska: Malaria continues to pose a significant global health challenge, affecting approximately 200 million individuals annually and causing an estimated 600,000 deaths worldwide. Environmental factors are key drivers of malaria transmission dynamics, influencing disease patterns at local and regional scales. This talk focuses on data from Tanzania to explore the impact of climatic factors and vector control interventions on malaria incidence.

Using Standardized Incidence Ratio (SIR) metrics and Bayesian spatio-temporal modeling approaches, we analyze regionally aggregated monthly malaria cases, stratified into two age groups: children under five and individuals aged five years and above. The models incorporate a Conditional Autoregressive (CAR) structure to capture spatial dependencies, a second-order random walk (RW2) for temporal trends, and independent and identically distributed (iid) random effects to account for unstructured spatial and temporal variability. Specific results on the influence of environmental factors, including precipitation and temperature, on malaria cases will be presented during the talk, highlighting their role in transmission dynamics and informing targeted intervention strategies.