3 papers
stat.ML2019
Estimation of Personalized Heterogeneous Treatment Effects Using Concatenation and Augmentation of Feature Vectors
Lev V. Utkin, Mikhail V. Kots, Viacheslav S. Chukanov
A new meta-algorithm for estimating the conditional average treatment effects is proposed in the paper. The main idea underlying the algorithm is to consider a new dataset consisti…
stat.ML2019
An Adaptive Weighted Deep Forest Classifier
Lev V. Utkin, Andrei V. Konstantinov, Viacheslav S. Chukanov +2
A modification of the confidence screening mechanism based on adaptive weighing of every training instance at each cascade level of the Deep Forest is proposed. The idea underlying…
stat.ML2019
A weighted random survival forest
Lev V. Utkin, Andrei V. Konstantinov, Viacheslav S. Chukanov +3
A weighted random survival forest is presented in the paper. It can be regarded as a modification of the random forest improving its performance. The main idea underlying the propo…