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stochastic-models

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Set of Jupyter (iPython) notebooks (and few pdf-presentations) about things that I am interested on, like Computer Science, Statistics and Machine-Learning, Artificial Intelligence (AI), Financial Engineering, Optimization, Stochastic Modelling, Time-Series forecasting, Science in general... and more.

  • Updated Apr 18, 2021
  • Jupyter Notebook
covid-19

Stochastic SIR models; adding age-structures and social contact data for the spread of covid-19. Lattice model for identifying and isolating hotspots. This has been further developed into a network(graph) of multiple clusters(lattices) and tracing the infection in such a population.

  • Updated Jun 20, 2021
  • Jupyter Notebook

Application of the ARIMA model to forecast rainfall patterns. Leveraging time-series analysis techniques, it predicts future rainfall levels by analyzing historical data specifically from Bahawalnagar District, Punjab, Pakistan.

  • Updated Mar 2, 2024
  • R

Application of the ETS model to forecast rainfall patterns. Leveraging time-series analysis techniques, it predicts future rainfall levels by analyzing historical data specifically from Bahwalnagar District, Punjab, Pakistan.

  • Updated Mar 2, 2024
  • R

Application of the ARIMA model to forecast PET patterns. Leveraging time-series analysis techniques, it predicts future rainfall levels by analyzing historical data specifically from Bahawalnagar District, Punjab, Pakistan.

  • Updated Mar 2, 2024
  • R

Supporting material for the paper "The impact of past vaccination coverage and immunity on pertussis resurgence", M. Domenech de Cellès, F. M. G. Magpantay, A. A. King, and P. Rohani, Science Translational Medicine 10(434): eaaj1748, 2018. https://doi.org/10.1126/scitranslmed.aaj1748

  • Updated Mar 19, 2018
  • C

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