• A
  • A
  • A
  • АБВ
  • АБВ
  • АБВ
  • A
  • A
  • A
  • A
  • A
Обычная версия сайта
  • RU
  • EN
  • HSE University
  • Publications
  • Book chapter
  • Modification of aggregated randomized indices method for credit scoring
  • RU
  • EN
Расширенный поиск
Высшая школа экономики
Национальный исследовательский университет
Priority areas
  • business informatics
  • economics
  • engineering science
  • humanitarian
  • IT and mathematics
  • law
  • management
  • mathematics
  • sociology
  • state and public administration
by year
  • 2027
  • 2026
  • 2025
  • 2024
  • 2023
  • 2022
  • 2021
  • 2020
  • 2019
  • 2018
  • 2017
  • 2016
  • 2015
  • 2014
  • 2013
  • 2012
  • 2011
  • 2010
  • 2009
  • 2008
  • 2007
  • 2006
  • 2005
  • 2004
  • 2003
  • 2002
  • 2001
  • 2000
  • 1999
  • 1998
  • 1997
  • 1996
  • 1995
  • 1994
  • 1993
  • 1992
  • 1991
  • 1990
  • 1989
  • 1988
  • 1987
  • 1986
  • 1985
  • 1984
  • 1983
  • 1982
  • 1981
  • 1980
  • 1979
  • 1978
  • 1977
  • 1976
  • 1975
  • 1974
  • 1973
  • 1972
  • 1971
  • 1970
  • 1969
  • 1968
  • 1967
  • 1966
  • 1965
  • 1964
  • 1963
  • 1958
  • More
Subject
News
October 14, 2026
At HSE University–St Petersburg, Experts Discuss How AI Changes Tourist Routes and Cultural Heritage
Neural networks are no longer simple travel assistants; now they decide what to include on the route and what to skip. Artificial intelligence changes how people perceive a place and shapes the image of tourist centres. At the II International Scientific and Practical Conference ’Information Technologies in the Preservation and Promotion of Cultural Heritage,’ researchers discussed who controls algorithmic solutions and in what ways, and whether authentic traditions get lost in them.
October 12, 2026
Road Injuries Leading Cause of Death Among Men Aged 10 to 39
Worldwide, road injuries are the leading cause of death among males aged 10–39. An international team of researchers reached this conclusion as part of the Global Burden of Disease Study 2023, analysing data from 204 countries between 1990 and 2023. Their findings have been published in The Lancet Public Health, with HSE University Professor Vasily Vlassov listed among the collaborators.
October 8, 2026
HSE Experts Take Part in 23rd Annual Meeting of Valdai Discussion Club
The 23rd Annual Meeting of the Valdai Discussion Club was held from September 28 to October 1, 2026 under the theme ‘Responsibility for the Future: Limits of the Possible, or Limitless Possibilities?’ The forum brought together 120 experts from 40 countries, including representatives of China, the United States, India, Brazil, the United Kingdom, Germany, Egypt, Iran, and Japan.

 

Have you spotted a typo?
Highlight it, click Ctrl+Enter and send us a message. Thank you for your help!

Publications
  • Books
  • Articles
  • Chapters of books
  • Working papers
  • Report a publication
  • Research at HSE

?

Modification of aggregated randomized indices method for credit scoring

P. 254–259.
Romanyuk K.

In the given paper the aggregated randomized indices method is modified for credit scoring. Coefficients of the modified method can be calibrated on a massive training set in comparison with a standard version. Different credit scoring models are analyzed, i.e. with a binary scale and a continuous one. The Monte Carlo method is applied to measure the efficiency of models.

Language: English
DOI
Text on another site
Keywords: кредитный рисккредитный скорингcredit riskcredit scoringMonte Carlo methodнеблагоприятный отборadverse selectionМетод Монте Карло

In book

Proceedings of the 2016 Future Technologies Conference
IEEE, 2017.
Similar publications
An Approximate Method for Calculating Kinetic Coefficients of Heavy Ions in He-Containing Mixtures in a Strong Electric Field
A. A. Ponomarev, N. L. Aleksandrov, Plasma Physics Reports 2026 Vol. 52 No. 3 P. 367–378
An approximate method for calculating drift velocity and other kinetic coefficients of heavy ions in a light gas is generalized to gaseous mixtures. Obtained equations are used to calculate the mobilities of and ions, as well as rate constants for inelastic ion–molecule processes with these ions in helium with small additions of O2 under an electric field. Calculated ...
Added: April 27, 2026
Quasi-Monte Carlo technique in global sensitivity analysis of wind resource assessment with a study on UAE
Tsvetkova O., Ouarda T., Journal of Renewable and Sustainable Energy 2019 Vol. 11 No. 5 P. 053303–053303
The present paper bridges mathematical modeling and wind resource assessment (WRA). Sensitivity analysis (SA) links portions of output variance to the variance in each input variable. Global SA (GSA) explores inputs globally. One-at-a-time SA is dominating in WRA, while GSA is often overlooked. Compared to traditional methods, GSA offers potential improvement by the means of ...
Added: September 15, 2025
Экономическая противоположность краткосрочного и долгосрочного инвестирования на фондовом рынке
Галанов В. А., Galanova A., Наука и практика. Научно-аналитический журнал РЭУ им. Г.В. Плеханова 2025 Т. 17 № 1(57) С. 27–34
The differences between short-term and long-term types of investment in the stock market have a deep economic basis in relation to which the time period acts only as a generalizing feature that allows reflecting the holistic and complex range of economic differences between them, primarily in terms of their profitability and risks. The duration of ...
Added: May 28, 2025
A Simplified Approach to Describing the Kinetic Properties of Impurity Ions in a Weakly Ionized Helium Plasma
Aleksandrov N., Ponomarev A., Plasma Physics Reports 2024 Vol. 50 No. 12 P. 1577–1584
Using an approximate approach that is valid for a large ratio of the ion mass to the mass of the neutral particle, the mobility of O2+, N2+, O2-, and O4- ions was calculated in helium and good agreement was obtained with the available results of Monte Carlo calculations and experimental data at high values of the reduced electric ...
Added: March 25, 2025
The Uniform Relationship between Managerial Ability and Bank Loan Quality: Does it hold? Evidence from Quantile Regressions
Zaiane S., Semenova M., / NRU Higher School of Economics. Series FE "Financial Economics". 2025. No. 96FE2025.
This study examines the relationship between managerial ability (MA) and bank loan quality, employing a quantile regression model. It analyzes whether the impact of MA on loan quality changes across various quantiles of risk. Using a sample of 126 MENA banks (2006–2020), the results reveal that the impact of MA on bank loan quality varies ...
Added: February 18, 2025
Improving the Credit Risk Assessment Model using Forecasting and Monte Carlo Methods
Sizykh D., Kovalev R., Sizykh N., , in: 2024 17th International Conference on Management of Large-Scale System Development (MLSD).: IEEE, 2024. P. 1–5.
To improve the assessment model of credit risk by Merton for Russian financial market using the Monte Carlo simulation method and the SARIMA model for data forecasting. Nowadays, there are many methods of the assessment use in European countries. However, the applications of these methods may lead to inaccurate forecasts. In this work, modern methods ...
Added: January 15, 2025
Влияние изменений кредитных рейтингов на динамику цен акций
Galanova A., Овсяник В. А., Наука и практика. Научно-аналитический журнал РЭУ им. Г.В. Плеханова 2024 Т. 16 № 3(55) С. 37–50
Credit ratings represent an assessment of the totality of borrowers' risks, and due to the very method of compilation, they contain a large amount of information about companies which is taken into account by market participants. The impact of news release about a change in a company's credit rating on the dynamics of its stock prices can be analyzed ...
Added: December 21, 2024
Counterfactual explanations based on synthetic data generation
Yuri A. Zelenkov, Elizaveta V. Lashkevich, Business Informatics 2024 Vol. 18 No. 3 P. 24–40
A counterfactual explanation is the generation for a particular sample of a set of instances that belong to the opposite class but are as close as possible in the feature space to the factual being explained. Existing algorithms that solve this problem are usually based on complicated models that require a large amount of training data and significant ...
Added: October 13, 2024
Default Prediction for Auto Repair Services Firms in Russia Using Non-financial Data
Afanasev V., Финансы и бизнес 2024 Vol. 20 No. 3 P. 71–88
The conventional approach to default prediction implies using financial ratios as predictors. This paper provides evidence for improvement in the quality of default prediction for auto repair firms if non-financial data is included in the models. The study uses a sample of more than 200 firms, which defaulted in 2018–2023 and 10 healthy peers samples ...
Added: October 2, 2024
Monte Carlo simulation of O2- ion transport and rate properties in noble gases with O2 addition
A. A. Ponomarev, N. L. Aleksandrov, Physics of Plasmas 2024 Vol. 31 No. 4 Article 043517
The kinetics of O2- ions was numerically studied in He and Ar with a small admixture of O2 in a strong electric field through a Monte Carlo simulation. Cross-sections for elastic scattering between O2- ions and He and Ar atoms were determined by adjusting cross-section values to obtain good agreement between calculated and measured ion ...
Added: August 26, 2024
Определение минимального размера выборки для задачи экстраполяции резервов при наличии корреляции дефолтов
Penikas H. I., / Банк России. Серия доклады Банка России "Серия докладов об экономических исследованиях". 2024.
In 2016, the Bank of Russia developed two ordinances to set forth a procedure using a limited sample of loans to conclude whether the level of loss provisions in the portfolio of uniform loans is sufficient or not and whether the bank’s capital is adequate. The existing procedure of reserve sufficiency evaluation previews as a rule considering only a part of the loan portfolio and transfer (extrapolation) of the provision thus assessed for the overall portfolio. Moreover, the acting approach to define the minimum loan sample size assumes the absence of the default correlation. Author’s contribution ...
Added: June 1, 2024
Институциональный аспект эволюции научных школ
Аузан А. А., Kurdin A., Проблемы прогнозирования 2022 № 5 С. 91–99
Авторы статьи исследуют институциональные факторы развития научных школ. Основываясь на примере экономического факультета МГУ, показывают многообразие их исторических траекторий. В статье идентифицированы основные институциональные проблемы, влияющие на эволюцию таких школ, в том числе проблемы ухудшающего отбора университетов, высокой специфичности инвестиций в научную квалификацию, персонализации в контексте порядков ограниченного доступа. Авторы предлагают рекомендации по переходу от ...
Added: June 30, 2023
Факторы ценообразования розничных кредитов в России
Penikas H. I., Вопросы экономики 2023 Т. 6 С. 36–61
Впервые рассмотрен уникальный массив данных о предложении ставок по кредитам с февраля по август 2022 г. Обосновано, что такие предложения, содержащие информацию о ставке и дополнительных условиях (срок, сумма и т. д.), чаще дают более крупные банки. Проанализированы слагаемые как кредитного риска ссуды, так и риск-аппетита банка. Показано, что банки, оценивающие кредитный риск для нормативов ...
Added: June 9, 2023
Скоринг в розничном кредитовании: распространенные ошибки и их стоимость
Маракуева М. А., Финансы и бизнес 2021 Т. 17 № 4 С. 3–17
The article discusses the most common mistakes in banking practice when constructing scoring models for assessing the credit risk of individuals. For a detail description, we have selected the most significant ones from the point of view of generating retail profit. With the example of logistic regression we show how much the price of each ...
Added: April 8, 2023
Как увеличить годовую норму прибыльности розничного портфеля, оптимизируя уровень отказа и повышая силу дискриминации?
Pomazanov M. V., Риск-менеджмент в кредитной организации 2022 Т. 48 № 4 С. 31–39
Описанный подход к валидации риск-менеджмента розничного портфеля применялся в крупнейших банках и дал безупречно обос­нованный результат, ускоривший коррекцию риск-политик в существенных сегментах розничных продуктов вплоть до закрытия одних и расширения планов размещения других. На основе оценки экономической выгоды от усиления риск-менеджмента с учетом текущих и плановых объемов могут быть обоснованно увеличены бюджеты на расширение аналитического ...
Added: December 20, 2022
Исследование влияния пандемии на стабильность банковского сектора Российской Федерации
Khasyanova S. Y., Вопросы статистики 2022 Т. 29 № 5 С. 96–109
The purpose of this study is to investigate how the Covid-19 pandemic affected the stability of Russian banks .To achieve this goal, an economic and statistical analysis of the risk and liquidity indicators of the Russian banking sector for the period 2008-2020 was performed. The analysis was based on the methodology for assessing the financial ...
Added: November 24, 2022
Финансирование участия в кредите: новый инструмент российского вторичного рынка синдицированного кредитования. Актуальные вопросы (часть 2)
Цехомский Н. В., Наумцева Е. И., Кудлай В. А. et al., Банковское дело 2022 № 9 С. 30–38
Статья посвящена анализу развития рынка синдицированного кредитования в Российской Федерации и исследованию практических аспектов применения нового инструмента российского вторичного рынка синдицированного кредитования – финансирования участия в кредите (займе). Установление правовых основ в отношении такого нового механизма и расширение палитры инструментов вторичного рынка, доступных участникам российских сделок синдицированного кредитования, создало потенциал для дальнейшего развития отечественного рынка синдицированного ...
Added: November 14, 2022
Обзор семинара Банка России и РЭШ «Переход к низкоуглеродной экономике: издержки и риски для финансового сектора»
Ivanova N. S., Penikas H. I., Popova S. et al., Деньги и кредит 2022 Т. 81 № 3 С. 89–106
In early July 2022, the Bank of Russia and the New Economic School held a joint workshop titled ‘Transition to a Low-Carbon Economy: Costs and Risks for the Financial Sector’. The presentations delivered at the workshop enable a number of general conclusions to be drawn. First, as follows from the results of the calculations in ...
Added: October 13, 2022
The more the better? Information sharing and credit risk
Iakimenko I., Semenova M., Zimin E., Journal of International Financial Markets, Institutions and Money 2022 Vol. 80 Article 101651
Estimating correctly the borrower credit risks is the task of particular –and growing- importance for the banks all around the globe. Formal information sharing mechanisms are aimed to reduce information asymmetry in the credit markets and to enhance the precision of those estimates. In the academic literature, however, the answer to the question of whether ...
Added: September 15, 2022
Credit scoring methods: latest trends and points to consider
Anton Markov, Zinaida Seleznyova, Victor Lapshin, Journal of Finance and Data Science 2022 Vol. 8 P. 180–201
Credit risk is the most significant risk by impact for any bank and financial institution. Accurate credit risk assessment affects an organisation’s balance sheet and income statement, since credit risk strategy determines pricing, and might even influence seemingly unrelated domains, e.g. marketing, and decision-making. This article aims at providing a systemic review of the most recent (2016–2021) articles, identifying ...
Added: July 28, 2022
  • About
  • About
  • Key Figures & Facts
  • Sustainability at HSE University
  • Faculties & Departments
  • International Partnerships
  • Faculty & Staff
  • HSE Buildings
  • HSE University for Persons with Disabilities
  • Public Enquiries
  • Studies
  • Admissions
  • Programme Catalogue
  • Undergraduate
  • Graduate
  • Exchange Programmes
  • Summer University
  • Summer Schools
  • Semester in Moscow
  • Business Internship
  • Research
  • International Laboratories
  • Research Centres
  • Research Projects
  • Monitoring Studies
  • Conferences & Seminars
  • Academic Jobs
  • Yasin (April) International Academic Conference on Economic and Social Development
  • Media & Resources
  • Publications by staff
  • HSE Journals
  • Publishing House
  • iq.hse.ru: commentary by HSE experts
  • Library
  • Economic & Social Data Archive
  • Video
  • HSE Repository of Socio-Economic Information
  • HSE1993–2026
  • Contacts
  • Copyright
  • Privacy Policy
  • Site Map
Edit