Andrei V. Konstantinov

1. 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
2. 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
3. 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
4. Attention and Self-Attention in Random Forests
   2022/07/09 by Lev V. Utkin, Andrei V. Konstantinov, Utkin, Lev V. +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