Konstantinov Andrei Vladimirovich

Publications in Math-Net.Ru

1. FoCAT: foundation model for estimating the conditional average treatment effect
   
   Dokl. RAN. Math. Inf. Proc. Upr., 527 (2025),  182–191
2. Improved anomaly detection by using the attention-based isolation forest with trainable scoring function
   
   Computing, Telecommunication and Control, 18:1 (2025),  7–22
3. Ada-naf: semi-supervised anomaly detection based on the neural attention forest
   
   Informatics and Automation, 24:1 (2025),  329–357
4. Generating survival interpretable trajectories and data
   
   Dokl. RAN. Math. Inf. Proc. Upr., 520:2 (2024),  85–97
5. A new computationally simple approach for implementing neural networks with output hard constraints
   
   Dokl. RAN. Math. Inf. Proc. Upr., 514:2 (2023),  80–90
6. Flexible deep forest classifier with multi-head attention
   
   Computing, Telecommunication and Control, 16:2 (2023),  7–16
7. Random survival forests incorporated by the Nadaraya-Watson regression
   
   Informatics and Automation, 21:5 (2022),  851–880
8. Deep gradient boosting for regression problems
   
   Computing, Telecommunication and Control, 14:3 (2021),  7–19


9. Predictive models and dynamics of estimates of applied tasks characteristics using machine learning methods
   
   Computing, Telecommunication and Control, 17:3 (2024),  54–60
10. Interpretation methods for machine learning models in the framework of survival analysis with censored data: a brief overview
    
    Computing, Telecommunication and Control, 17:3 (2024),  22–31