bigSurvSGD

Big Survival Analysis Using Stochastic Gradient Descent

CRAN Package

Fits Cox model via stochastic gradient descent. This implementation avoids computational instability of the standard Cox Model when dealing large datasets. Furthermore, it scales up with large datasets that do not fit the memory. It also handles large sparse datasets using proximal stochastic gradient descent algorithm. For more details about the method, please see Aliasghar Tarkhan and Noah Simon (2020) .


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  • Depends3 packages
  • Imports4 packages
  • Linking To1 package