Konstantinov, Andrei V.

1. SurvNAM: The machine learning survival model explanation
   2021/04/18 by Utkin, Lev V., Satyukov, Egor D., Konstantinov, Andrei V. · 4 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. A New Computationally Simple Approach for Implementing Neural Networks with Output Hard Constraints
   2023/07/19 by Andrei V. Konstantinov, Konstantinov, Andrei V., Lev V. Utkin +1 · 4 citations
   Computer Science · Engineering · #Advanced Numerical Analysis Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Industrial Vision Systems and Defect Detection #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
3. Interpretable Machine Learning with an Ensemble of Gradient Boosting\n Machines
   2020/10/14 by Andrei V. Konstantinov, Konstantinov, Andrei V., Lev V. Utkin +1 · 2 citations
   Computer Science · Physics and Astronomy · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications
4. Heterogeneous Treatment Effect with Trained Kernels of the Nadaraya-Watson Regression
   2022/07/19 by Konstantinov, Andrei V., Kirpichenko, Stanislav R., Utkin, Lev V. · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. An Imprecise SHAP as a Tool for Explaining the Class Probability Distributions under Limited Training Data
   2021/06/16 by Lev V. Utkin, Andrei V. Konstantinov, Utkin, Lev V. +3 · 1 citation
   Computer Science · Mathematics · #Neural Networks and Applications #Advanced Statistical Methods and Models #Machine Learning and Data Classification
6. Neural Attention Forests: Transformer-Based Forest Improvement
   2023/04/12 by Konstantinov, Andrei V., Utkin, Lev V., Lukashin, Alexey A. +1 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. A weighted random survival forest
   2019/01/01 by Utkin, Lev V., Konstantinov, Andrei V., Chukanov, Viacheslav S. +3 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. Attention and Self-Attention in Random Forests
   2022/07/09 by Lev V. Utkin, Utkin, Lev V., Andrei V. Konstantinov +1 · 1 citation
   Computer Science · #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Applications