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Andrei V. Konstantinov
Andrei V. Konstantinov
Peter the Great St.Petersburg Polytechnic University (SPbPU)
Подтвержден адрес электронной почты в домене spbstu.ru
Название
Процитировано
Процитировано
Год
Interpretable machine learning with an ensemble of gradient boosting machines
AV Konstantinov, LV Utkin
Knowledge-Based Systems 222, 106993, 2021
912021
A weighted random survival forest
LV Utkin, AV Konstantinov, VS Chukanov, MV Kots, MA Ryabinin, ...
Knowledge-based systems 177, 136-144, 2019
482019
Attention-based random forest and contamination model
LV Utkin, AV Konstantinov
Neural Networks 154, 346-359, 2022
242022
Counterfactual explanation of machine learning survival models
M Kovalev, L Utkin, F Coolen, A Konstantinov
Informatica 32 (4), 817-847, 2021
192021
Ensembles of random SHAPs
L Utkin, A Konstantinov
Algorithms 15 (11), 431, 2022
162022
SurvNAM: The machine learning survival model explanation
LV Utkin, ED Satyukov, AV Konstantinov
Neural Networks 147, 81-102, 2022
162022
A deep forest improvement by using weighted schemes
L Utkin, A Konstantinov, A Meldo, M Ryabinin, V Chukanov
2019 24th Conference of Open Innovations Association (FRUCT), 451-456, 2019
152019
A new adaptive weighted deep forest and its modifications
LV Utkin, AV Konstantinov, VS Chukanov, AA Meldo
International Journal of Information Technology & Decision Making 19 (04 …, 2020
132020
Deep Forest as a framework for a new class of machine-learning models
LV Utkin, AA Meldo, AV Konstantinov
National Science Review 6 (2), 186-187, 2019
122019
Gradient Boosting Machine with Partially Randomized Decision Trees
A Konstantinov, L Utkin, V Muliukha
2021 28th Conference of Open Innovations Association (FRUCT), 2021
102021
Multi-attention multiple instance learning
AV Konstantinov, LV Utkin
Neural Computing and Applications 34 (16), 14029-14051, 2022
92022
AGBoost: Attention-based modification of gradient boosting machine
A Konstantinov, L Utkin, S Kirpichenko
2022 31st Conference of Open Innovations Association (FRUCT), 96-101, 2022
82022
A Generalized Stacking for Implementing Ensembles of Gradient Boosting Machines
ULV Konstantinov A.V.
Studies in Systems, Decision and Control 350, 3–16, 2021
82021
Combining an autoencoder and a variational autoencoder for explaining the machine learning model predictions
L Utkin, P Drobintsev, M Kovalev, A Konstantinov
2021 28th Conference of Open Innovations Association (FRUCT), 489-494, 2021
62021
Attention and self-attention in random forests
LV Utkin, AV Konstantinov, SR Kirpichenko
Progress in Artificial Intelligence 12 (3), 257-273, 2023
42023
Uncertainty interpretation of the machine learning survival model predictions
LV Utkin, VS Zaborovsky, MS Kovalev, AV Konstantinov, NA Politaeva, ...
IEEE Access 9, 120158-120175, 2021
42021
An adaptive weighted deep forest classifier
LV Utkin, AV Konstantinov, VS Chukanov, MV Kots, AA Meldo
arXiv preprint arXiv:1901.01334, 2019
42019
A new computationally simple approach for implementing neural networks with output hard constraints
AV Konstantinov, LV Utkin
Doklady Mathematics, 1-9, 2024
32024
Attention-like feature explanation for tabular data
AV Konstantinov, LV Utkin
International Journal of Data Science and Analytics 16 (1), 1-26, 2023
32023
Heterogeneous treatment effect with trained kernels of the Nadaraya–Watson regression
A Konstantinov, S Kirpichenko, L Utkin
Algorithms 16 (5), 226, 2023
32023
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