• A
  • A
  • A
  • АБВ
  • АБВ
  • АБВ
  • A
  • A
  • A
  • A
  • A
Обычная версия сайта
  • RU
  • EN
  • HSE University
  • Publications
  • Articles
  • Hypergraphs from multivariate connectivity: caCOH-based EEG/MEG representation
  • 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 30, 2026
‘This Format Turned Each Presentation Into a Collaborative Effort to Assess the Robustness of the Study
On October 16, 2026, HSE ICEF hosted the Eighth International Conference on Applied Economics. Held fully on-site, the conference brought researchers from HSE University, the New Economic School, Wuhan University, and Shandong University together in Moscow. The programme was organised around three overarching themes— ‘Environment, Resources and Policy,’ ‘Migration, Labour, and Communication,’ and ‘Consumption, Behaviour, and Climate—offering an opportunity to see how similar economic mechanisms operate in China, Pakistan, the United States, and Russia.
October 23, 2026
‘I Always Conduct Research on Topics That Genuinely Matter to Me
Anastasiia Deeva studies the socio-economic consequences of excess weight in Russia. In an interview for the Young Scientists of HSE University project, she spoke about why beauty cannot be measured, her desire to write a novel, ‘Dostoevskian’ burnout, and working at the hotel where The Shining was filmed.
October 19, 2026
'Cultural Studies Seeks to Understand What Lies Beneath the Surface of Everyday Things'
Maxim Zhiganov has been exploring different aspects of sound for many years—first in relation to his native Perm and then on a broader, global scale. In this interview for the HSE Young Scientists project, he talks about sound maps, the special issue of the journal Logos, and why it is important to make the familiar less clear and obvious.

 

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

?

Hypergraphs from multivariate connectivity: caCOH-based EEG/MEG representation

European Physical Journal: Special Topics. 2026. P. 1–16.
Vlasenko D., Saranskaia I., Zakharov D.

Hypergraphs provide a natural framework for representing neurophysiological interactions distributed across sets of sensors. A key methodological question is how hyperedges should be defined from frequency-resolved electroencephalography/magnetoencephalography (EEG/MEG) data. We demonstrate a construction strategy in which hyperedges are obtained from canonical coherence (caCOH), an extension of coherence that estimates coupling between multidimensional signal spaces. To our knowledge, this is the first work to construct hypergraphs directly from a multivariate connectivity measure specifically designed for frequency-resolved neurophysiological analysis. We propose two caCOH-based representations: a one-to-space hypergraph, where each external signal defines a hyperedge over the EEG/MEG sensor space, and a space-to-space hypergraph, where two multidimensional signal spaces are represented by a single hyperedge. We evaluate the approach in controlled simulations with known coupling frequencies and varying signal-to-noise ratio (SNR). Compared with graphs based on magnitude-squared coherence (MSC), caCOH-based hypergraphs showed statistically higher target–baseline contrasts at almost all SNR levels, indicating stronger recovery of coupling frequencies. They also recovered sensor-level spatial patterns associated with the simulated sources. In addition, one-to-space and space-to-space representations reduced 610 MSC edges per frequency to ten hyperedges and one hyperedge, respectively. These results establish multivariate spectral connectivity as a natural methodological basis for EEG/MEG hypergraphs.

Research target: Mathematics Computer Science Psychology
Language: English
DOI
Text on another site
Keywords: EEGЭЭГMEGМЭГhypergraphsгиперграфыcaCOHfrequency-resolved connectivitymultivariate connectivityКаноническая когерентность caCOHЧастотно-разрешающая связностьМногомерная связность
Publication based on the results of:
Multidisciplinary study of behavior and decision-making in health population and patients using behavioral, economic, neurocognitive, neuroeconomic, neurocomputational and neural network approaches (2025)
Similar publications
2025 Seventh International Conference Neurotechnologies and Neurointerfaces (CNN)
Андерсон С. О., Zinchenko O., Shevtsov O. et al., IEEE, 2025.
This paper introduces an automated, hands-free feeding system designed to overcome manual stimulus delivery limitations in consumer neuroscience taste studies, integrating seamlessly with fNIRS, EEG, EDA, EMG, PsychoPy, and TTL triggers. ...
Added: October 29, 2026
Mean-field reduction of networks of bursting neurons
Inês G., Скороход С. Н., Matteo d. V. et al., Communications in Nonlinear Science and Numerical Simulation 2027 Vol. 164 P. 1–13
The collective dynamics of spiking networks of neurons has been of central interest to both computational neuroscience and network science. Over the past years, a new generation of neural population models based on exact reductions (ER) of spiking networks have been developed. However, most of these efforts have been limited to networks of neurons with simple dynamics (e.g. the ...
Added: October 29, 2026
Tensor term logic for categorial grammars: simple unification of commutative and noncommutative structure
Sergey Slavnov, / Series math "arxiv.org". 2026.
A prototypical example of categorial grammars are those based on Lambek calculus, i.e. noncommutative intuitionistic linear logic. However, it has been noted that purely noncommutative operations are often not sufficient for modeling even very simple natural language phenomena. Therefore a number of alternative formalisms are considered in the literature: those using purely ``commutative'' linear logic ...
Added: October 29, 2026
Психометрические свойства опросника профессиональной депрессии (the Occupational Depression Inventory, ODI)
Чернявский А. А., Психиатрия 2026 Т. 24 № 2 С. 131–151
Background: existing tools for assessing depression do not take into account its contextualized nature. One of the prevailing spheres of human activity is labor activity, which may cause the occurrence of depression associated with professional activity. Occupational depression is a depressive state associated with chronic work stress. Because occupational activity may be a significant factor ...
Added: October 28, 2026
Proceedings of the 11th Workshop on Automated Knowledge Base Construction (AKBC 2026)
Association for Computational Linguistics, 2026.
While Large Language Models (LLMs) have revolutionized NLP, they remain prone to hallucinations, reasoning “mode-collapse” in open-ended generation, and a lack of factual provenance. The Automated Knowledge Base Construction (AKBC) workshop addresses a key missing piece of the generative era: structured knowledge. Knowledge Bases (KBs) serve as ground truth for fact verification, the semantic backbone ...
Added: October 28, 2026
Molecular dynamics and machine learning insights into oil-brine interfacial tension: Uncovering roles of dissolved gases and salinity
Nikitiuk B., Lenev D., Pisarev V. et al., Journal of Colloid and Interface Science 2026 Vol. 718 Article 140444
Hypothesis:Accurate determination of interfacial tension values is crucial for many modeling applications in the oil and gas industry. However, many of the presently used empirical and theoretical models show poor prediction accuracy and do not allow for direct consideration of the concentrations of gases and salts dissolved in the system as well as the specific ...
Added: October 28, 2026
Predicting multi-component oil viscosity using machine learning methods
Deshchenya V., Nikolay D. Kondratyuk, Sivakova A. et al., Chemical Engineering Sciences 2027 Vol. 337 Article 124616
Accurate prediction of complex formulation viscosity is crucial for the lubricant industry and engineering processes. However, developing generalizable models remains challenging due to the complexity of industrial mixtures and the scarcity of public experimental data, often resulting from corporate proprietary restrictions. This study presents a machine-learning workflow for viscosity estimation from a proprietary pseudonymized dataset, ...
Added: October 28, 2026
PARSE: Physical attribute representativity and stationarity evaluator open-source library for 3D images using scalar and vector metrics
Zubov A., Zubov A., Малявко, Я. et al., Computer Physics Communications 2025 Vol. 317 Article 109860
The concept of representative volume (REV, or RVE in material sciences) is the cornerstone of continuum scale models – one needs to get the volume big enough so that it could be represented with an averaged value (scalar, vector or tensorial, etc.). While REV should be established in all larger scale simulations, this is rarely ...
Added: October 28, 2026
К вопросу обучения и воспитания одаренных подростков
Podolsky A. I., Идобаева О. А., Поплавский М. В. et al., Мир психологии. Научно-методический журнал 2025 № 4 (123) С. 99–113
The aim of the study was to examine psychological characteristics of gifted adolescents studying in a boarding school (gymnasium) in comparison with psychological characteristics of gifted schoolchildren from regular comprehensive schools. The study was conducted during 2024. 322 students took part in the psychological testing. The study showed that schoolchildren who have studied at the ...
Added: October 27, 2026
Проект «Ценностный атлас России»: основные результаты
Podolsky A. I., Идобаева О. А., Подольский Д. А., Актуальные проблемы психологического знания 2026 № 2 (75) С. 137–145
The issue of adolescent values is becoming increasingly important. Value orientations largely determine a teenager’s life position and worldview. Research into the values that are significant for schoolchildren requires consideration of the agerelated changes that occur in their value-moral sphere during the transition from early to late adolescence. Puberty is particularly significant, as processes related ...
Added: October 27, 2026
Amplifying Latent Safety in Large Language Models via Gated Activation Steering
Roman Prosvirnin, Suslov A., Aleksei Soldatov et al., Computation 2026 Vol. 14 No. 10 Article 261
Abstract Safety-aligned language models often encode that a request is harmful yet still comply with it. We turn this gap between internal recognition and observable behavior into an inference-time defense. The proposed activation-steering method uses a multiplicative operator that amplifies the residual-stream component along a harm-recognition direction. Intervention strength scales with the model’s own assessment of ...
Added: October 27, 2026
PACTraD: Multi-Task Benchmark and Domain-Specific Attention Mechanism for Wildlife Classification, Detection, and Segmentation in Protected Area Camera Trap Data
Aleksei Samarin, Nazarenko A., Nazarenko D. et al., Big Data and Cognitive Computing 2026 Vol. 10 No. 11 P. 1–52
Camera traps are a key tool for non-invasive wildlife monitoring, yet models trained on existing benchmarks often generalize poorly to new regions due to domain shift, class imbalance, and natural variability in illumination, season, and background. We introduce PACTraD, a benchmark of 116,973 annotated camera trap images collected in a protected area of the Baikal ...
Added: October 27, 2026
Dimensional and categorical emotional ratings of Russian nouns: The ENRuN‑2 database
Lyusin D., Sysoeva T., Behavior Research Methods 2026 Vol. 58 Article 335
Databases with emotional ratings of words are essential for studying emotional information processing in psychology, psycholinguistics, neuroscience, and related disciplines. The emotional content of stimuli is traditionally described within two approaches: dimensional (rating words on continuous scales such as valence and arousal) and categorical (rating associations of words with discrete emotion categories). Databases with emotional ...
Added: October 26, 2026
Способности и ресурсы человека в изменяющемся мире: материалы Международной научной конференции, посвященной 70‑летию со дня рождения В. Н. Дружинина
Butovskaya M., Буркова В. Н., М.: Институт психологии РАН, 2026.
Настоящий сборник материалов конференции «Способности и ресурсы человека в изменяющемся мире» представляет собой комплексный научный труд, объединяю‑ щий фундаментальные и прикладные исследования в области психологии способно‑ стей, одаренности, интеллекта и личностных ресурсов. В издании рассматриваются теоретико-исторические основы изучения способностей, современные подходы к их диагностике и развитию, нейробиологические и биохимические аспекты индивиду‑ альных различий, а также ...
Added: October 26, 2026
2026 10th Scientific School Dynamics of Complex Networks and their Applications
IEEE, 2026.
Proceedings of the X Scientific School "Dynamics of Complex Networks and their Applications" (DCNA'2026) contain papers of reports of scientists and specialists in the field of intelligent technologies, engineering education, research and design of complex networks. DCNA'2026 was held from 10 to 12 September 2026 in Moscow, Russia, as a part of the International Forum on Artificial Intelligence and ...
Added: October 26, 2026
A Curated Dataset for Chemical Characterization of Heated Tobacco Product Aerosol
Maddalena L., Yildiz B., Del Vecchio Blanco F. et al., Scientific data 2026 P. 1–20
We addressed the task of chemical characterization of the aerosol emitted by heated tobacco products (HTPs) and of the smoke emitted by conventional/commercial cigarettes, usually adopted as a reference. Emphasis was placed on quantifying constituents for enabling the identification of novel compounds through targeted and untargeted analyses, and the evaluation of reductions in toxicant exposure under ...
Added: October 26, 2026
Elgar Encyclopedia of Personality and Individual Differences
Edward Elgar Publishing, 2026.
This comprehensive Encyclopedia brings together leading international scholars to explore both foundational and emerging topics in the evolving field of individual differences. Examined are core personality constructs such as conscientiousness, extraversion and impulsivity, as well as contemporary trait combinations including the Dark Core and the Dark Tetrad. ...
Added: October 23, 2026
Weakly non-integrable solitary wave collisions in the modified Benjamin–Bona–Mahony equation
Flamarion M. V., Pelinovsky E., Wave Motion 2027 Vol. 148 Article 103867
We consider the interaction of two solitary waves in the modified Benjamin–Bona–Mahony (mBBM) equation in a regime where a small parameter measures the departure from the classical modified Korteweg–de Vries (mKdV) equation. A regular perturbation method is used to analyze the modification of the two-soliton wave field induced by the weak non-integrability of the mBBM equation. We show that, ...
Added: October 23, 2026
Практики поддержки трех базовых потребностей учеников в условиях классно-урочной системы
Gavrilenko P. A., Янис С. О., Педагогика и психология образования 2026 № 2 С. 26–42
Understanding the pedagogical practices of teachers in the classroom system is an important area of modern pedagogy. The article presents the results of an empirical study aimed at identifying ways for teachers to frame time and group work in the context of supporting three basic psychological needs of schoolchildren, namely, autonomy, competence, and relatedness. The theoretical basis of the research ...
Added: October 23, 2026
Десинхронизация сенсомоторных ритмов при совершении квазидвижений, основанных на естественных движениях пальцев руки
Svirin E., Бердышев Д. А., Шишкин С. Л., Вестник Российского государственного медицинского университета 2026 № 3 С. 42–50
Quasi-movements (QMs), which are  movement attempts minimized to the point of movement extinction, evoke EEG patterns similar to those of real movement. QMs can model attempted movement in healthy subjects and are therefore of interest as an alternative to motor imagery (MI) in rehabilitation brain–computer interfaces (BCIs), in which the attempted movement of the paralyzed ...
Added: October 22, 2026
Mismatch Negativity as a Neural Correlate of Auditory Learning: Evidence From Implicit and Explicit Fine Frequency Discrimination Training
Liaukovich K., Zhurnal Vysshei Nervnoi Deyatelnosti Imeni I.P. Pavlova 2026 Vol. 76 No. 5 P. 587–598
Added: October 19, 2026
Психологическая трансформационная игра как инструмент снижения тревожности
Сизикова Т. Э., Леонов С. В., Polikanova I., Национальный психологический журнал 2026 Т. 21 № 4 С. 79–89
Background. The relevance of this study is driven by the rapid increase in anxiety disorders in modern society. According to WHO data from 2021, 359 million people worldwide suffered from anxiety disorders. In psychological practice, there is a growing number of techniques being applied, including those aimed at reducing anxiety, but their effectiveness is not always scientifically proven. Thus, ...
Added: October 6, 2026
Electrophysiological and behavioral evidence for hyper-and hyposensitivity in rare genetic syndromes associated with autism
Neklyudova A., Smirnov K., Rebreikina A. et al., Genes 2022
Added: October 5, 2026
Rapid semantic processing: an MEG study of narrative text reading
Neklyudova A., Soghoyan G., Martynova O. et al., Language, Cognition and Neuroscience 2025
Added: October 5, 2026
  • 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