C++ Implementation of Component-Wise Boosting


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Documentation for package ‘compboost’ version 0.1.0

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BaselearnerCustom Create custom base-learner factory by using R functions.
BaselearnerCustomCpp Create custom cpp base-learner factory by using cpp functions and external pointer.
BaselearnerPolynomial Base-learner factory to make polynomial regression
BaselearnerPSpline Base-learner factory to do non-parametric B or P-spline regression
BlearnerFactoryList Base-learner factory list to define the set of base-learners
boostLinear Wrapper to boost linear models for each feature.
boostSplines Wrapper to boost p spline models for each feature.
Compboost Compboost API
Compboost_internal Main Compboost Class
getCustomCppExample Get example C++ script to define a custom cpp logger
InMemoryData In memory data class to store data in RAM
LoggerInbagRisk Logger class to log the inbag risk
LoggerIteration Logger class to log the current iteration
LoggerList Logger list class to collect all loggers
LoggerOobRisk Logger class to log the out of bag risk
LoggerTime Logger class to log the elapsed time
LossAbsolute Absolute loss for regression tasks.
LossBinomial 0-1 Loss for binary classification derived of the binomial distribution
LossCustom Create LossCustom by using R functions.
LossCustomCpp Create custom cpp losses by using cpp functions and external pointer.
LossQuadratic Quadratic loss for regression tasks.
OptimizerCoordinateDescent Greedy Optimizer