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CovsirPhy v2.21.0

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@lisphilar lisphilar released this 20 Jun 12:37

Data visualization

  • [New] class/function for scatter plot #819

ODE parameter estimation

  • [Revise] improve parameter estimation performance with shorter timeout_iteration (and constant liar optionally) #833

Forecasting

  • [New] select algorithms of forecasting #795
  • [New] [forecasting] plot predicted vs. true parameter values #815
  • [Revise] [forecasting] use all candidates of delay period to create delayed X #816
  • [Revise] [forecasting] use MAPE as the default evaluation metrics and prevent overfitting #813
  • [Revise] [forecasting] X include Indicators(n)/Indicators(n-1) #823
  • [Revise] [forecasting] hyperparameter tuning of SVR with Bayesian optimization #831

Documentation

  • [Docs] update estimate_delay_days.ipynb to fix AttributeError #829
  • [Docs] use vaccine data in example/scenario_analysis.py #836

Acknowledgement

@Inglezos and @jparra0419, special thanks for your discussions!

Related issues and pull requests:
https://github.com/lisphilar/covid19-sir/milestone/37?closed=1