Andrei V. Konstantinov - Publications, H-index & Citations

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Andrei V. Konstantinov

Peter the Great St. Petersburg Polytechnic University

11H-index

180Paper Count

409Citation Count

Published Papers 17

Publication Date

A Novel Gradient-Based Method for Decision Trees Optimizing Arbitrary Differential Loss Functions

Mathematics

IF2.2

2026-04-20

OAAI

Konstantinov, Andrei; Utkin, Lev; Muliukha, Vladimir

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Regression Analysis Under Interval-Valued Targets as an Imprecise Classification Problem

Algorithms

IF2.1

2026-02-24

OAAI

Utkin, Lev; Kogan, Stanislav; Konstantinov, Andrei; Muliukha, Vladimir

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Survival Analysis as Imprecise Classification with Trainable Kernels

MATHEMATICS

IF2.2

2025-09-21

OAAI

Konstantinov, Andrei; Utkin, Lev; Efremenko, Vlada; Muliukha, Vladimir; Lukashin, Alexey; Verbova, Natalya

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Dual feature-based and example-based explanation methods

FRONTIERS IN ARTIFICIAL INTELLIGENCE

IF4.7

2025-02-10

OAAI

Konstantinov, Andrei; Kozlov, Boris; Kirpichenko, Stanislav; Utkin, Lev; Muliukha, Vladimir

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SurvBeNIM: The Beran-Based Neural Importance Model for Explaining Survival Models

IEEE ACCESS

IF3.6

2025-01-01

OAAI

Utkin, Lev V.; Eremenko, Danila Y.; Konstantinov, Andrei V.; Muliukha, Vladimir A.

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SurvBeX: an explanation method of the machine learning survival models based on the Beran estimator

INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS

IF2.8

2024-09-26

PREAI

Utkin, Lev V.; Eremenko, Danila Y.; Konstantinov, Andrei V.

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LARF: Two-Level Attention-Based Random Forests with a Mixture of Contamination Models

INFORMATICS-BASEL

IF2.8

2023-04-28

OAAI

Konstantinov, Andrei; Utkin, Lev; Muliukha, Vladimir

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Attention-based random forest and contamination model

NEURAL NETWORKS

IF6.3

2022-10-01

OAAI

Utkin, Lev, V; Konstantinov, Andrei, V

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Attention-like feature explanation for tabular data

INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS

IF2.8

2022-08-02

PREAI

Konstantinov, Andrei, V; Utkin, Lev, V

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SurvNAM: The machine learning survival model explanation

NEURAL NETWORKS

IF6.3

2022-03-01

OAAI

Utkin, Lev, V; Satyukov, Egor D.; Konstantinov, Andrei, V

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Counterfactual Explanation of Machine Learning Survival Models

Informatica

IF2.8

2021-12-09

OAAI

Kovalev, Maxim; Utkin, Lev; Coolen, Frank; Konstantinov, Andrei

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Interpretable machine learning with an ensemble of gradient boosting machines

KNOWLEDGE-BASED SYSTEMS

IF7.6

2021-06-01

100

OAAI

Konstantinov, Andrei, V; Utkin, Lev, V

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Uncertainty Interpretation of the Machine Learning Survival Model Predictions

IEEE ACCESS

IF3.6

2021-01-01

OAAI

Utkin, Lev, V; Zaborovsky, Vladimir S.; Kovalev, Maxim S.; Konstantinov, Andrei, V; Politaeva, Natalia A.; Lukashin, Alexey A.

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A weighted random survival forest

KNOWLEDGE-BASED SYSTEMS

IF7.6

2019-08-01

OAAI

Utkin, Lev V.; Konstantinov, Andrei V.; Chukanov, Viacheslav S.; Kots, Mikhail V.; Ryabinin, Mikhail A.; Meldo, Anna A.

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Deep Forest as a framework for a new class of machine-learning models

NATIONAL SCIENCE REVIEW

IF17.1

2018-12-05

OAAI

Utkin, Lev V.; Meldo, Anna A.; Konstantinov, Andrei V.

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Time-resolved generation of a membrane potential by ba3 cytochrome c oxidase from Thermus thermophilus -: Evidence for reduction-induced opening of the binuclear center

FEBS LETTERS

IF3

1999-08-30

PREAI

Siletskiy, S; Soulimane, T; Azarkina, N; Vygodina, TV; Buse, G; Kaulen, A; Konstantinov, A

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BLOOD VESSELS OF SCALP IN PATIENTS WITH ALOPECIA AREATA BEFORE AND AFTER CORTICOSTEROID THERAPY

BRITISH JOURNAL OF DERMATOLOGY

IF9.6

1968-11-01

PREAI

POPCHRISTOV, P; KONSTANTINOV, A; OBRESHKOVA, E

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Research Directions