ASSESSING CREATIVITY IN PRIMARY SCHOOL USING IMAGE ANALYSIS WITH NEURAL NETWORKS: A TWO-STEP APPROACH
Uglanova I., Gelver E., Tarasov S., Gracheva D., Vyrva E.
Most creativity assessment tools involve graphical solutions (images) evaluated by experts. Scoring with the engagement of human raters requires time and effort, and the automated scoring methods are insensitive to the content. As an alternative to both expert judgments and fully automatic scoring, machine learning (ML) demonstrated a great contribution to the field of educational assessment. The present study investigates the possibilities of assessing student creativity based on ML for image recognition. The study postulates large-scale prospects for ML to assess complex educational and psychological characteristics.
, , et al., Искусственный интеллект и принятие решений 2021 № 1 С. 86-97
The present study investigated the possibilities of assessing student creativity based on neural networks approaches for image analysis. The use of psychometric data analysis in the methodology of Latent Class Analysis (LCA) allowed us to obtain data labels to train the neural network without experts’ involvement. The high accuracy in network predictions for identifying image ...
Added: June 3, 2021
, , et al., Scientific and Technical Information Processing 2022 Vol. 49 No. 5 P. 371-378
This paper examines whether it is possible to assess creativity by analyzing images using neural networks. The psychometric data analysis used for latent class analysis makes it possible to obtain labels for training neural networks without the participation of experts. Highly accurate network prediction for identifying image creativity makes it possible to speak about the ...
Added: March 10, 2023
Foundations of Intelligent Systems. 25th International Symposium on Methodologies for Intelligent Systems: ISMIS 2020
This book constitutes the proceedings of the 25th International Symposium on Foundations of Intelligent Systems, ISMIS 2020, held in Graz, Austria, in October 2020. The conference was held virtually due to the COVID-19 pandemic. The 35 full and 8 short papers presented in this volume were carefully reviewed and selected from 79 submissions. Included is also ...
Added: October 4, 2020
AIST: International Conference on Analysis of Images, Social Networks and Texts. 8th International Conference, AIST 2019, Kazan, Russia, July 17–19, 2019, Revised Selected Papers
This book constitutes the proceedings of the 8th International Conference on Analysis of Images, Social Networks and Texts, AIST 2019, held in Kazan, Russia, in July 2019. The 24 full papers and 10 short papers were carefully reviewed and selected from 134 submissions (of which 21 papers were rejected without being reviewed). The papers are organized ...
Added: February 9, 2020
Pattern Recognition. ICPR International Workshops and Challenges. Virtual Event, January 10–15, 2021, Proceedings, Part V
This 8-volumes set constitutes the refereed of the 25th International Conference on Pattern Recognition Workshops, ICPR 2020, held virtually in Milan, Italy and rescheduled to January 10 - 11, 2021 due to Covid-19 pandemic. The 416 full papers presented in these 8 volumes were carefully reviewed and selected from about 700 submissions. The 46 workshops cover ...
Added: April 10, 2022
, Юрист 2018 № 11 С. 19-24
The article analyzes the legal status of information. The main interpretations of this term are discussed. The attempt is made to figure out problems of regulation of self-learning programs and to offer a classification of existing approaches to determination of their legal status. ...
Added: September 13, 2022
Моделирование урожайности зерновых культур сельскохозяйственных регионов с использованием технологий компьютерного зрения
, Экономика региона 2022 Т. 18 № 2 С. 581-594
The article examines new methodologies for modelling crop yield in agricultural regions of Russia based on the use of remote capabilities to get information on the field state. The proposed approach can be applied to develop indicator systems and create methodological platforms and models necessary to obtain more accurate estimates. In comparison with the traditional ...
Added: January 12, 2023
, , В кн. : Психология - наука будущего Материалы V Международной конференции молодых ученых, 28‐29 ноября 2013 года. : М. : Институт психологии РАН, 2013. С. 356-357.
Современное состояние изучения креативности и креативного поведения заключается в том, что креативность является не только индивидуальным, но и социальным продуктом: все составляющие креативности должны изучаться с учетом социокультурной среды, в которой вырос человек. На данный момент, несмотря на существующий в российском обществе запрос на точное понимание детерминант креативного поведения, широкомасштабных исследований, аналогичных западным [Sternberg,1988; Gardner, ...
Added: December 5, 2013
, Вестник Южно-Уральского государственного университета. Серия: Лингвистика 2015 Т. 12 № 4 С. 56-60
The paper theorizes on the general architectonics of idealized cognitive models (ICMs) and their involvement in metonymy and metaphor. The article posits that an ICM's structure should reflect the architecture of the neural network/s engaged in processing of a given concept. The ICM nodes, or cogs, construct a complex, hierarchically organized neural connections, with the ...
Added: December 8, 2015
, , Proceedings of the Institute for System Programming of the RAS 2022 Vol. 34 No. 4 P. 79-88
IT industry has been thriving over the past decades. Numerous new programming languages have emerged, new architectural patterns and software development techniques. Tools involved in the process ought to evolve as well. One of the key principles of new generation of instruments for software development would be the ability of the tools to learn using ...
Added: December 26, 2022
Социокультурная роль экзистенциальной рефлексии в развитии целеобразования и самоотношения творческой индивидуальности
, Мир психологии. Научно-методический журнал 2011 № 1 С. 69-82
From the point of view of personology and reflexive psychology we analyze the problems of aim forming self-attitude development with the help of reflection towards self-individuality. We characterize the phenomenology of a person's self-communication as a precondition for reflexive development of a creative individuality's self-attitude. The forming process of productive aim forming self-attitude towards self-individuality ...
Added: December 8, 2012
Восприятие культурных различий и межкультурной компетентности российскими студентами с разным уровнем креативности
, Общественные науки и современность 2020 № 1 С. 132-147
Numerous foreign studies have shown that intercultural interactions can stimulate creativity when a person is adapted enough to such an experience. Intercultural competence can be seen as an indicator of such adaptation. However, recent studies have shown ambiguous relationship between components of intercultural competence and creativity. This study is a qualitative analysis of the perception ...
Added: March 17, 2020
, , В кн. : Творчество в современном мире: человек, общество, технологии: Материалы Всероссийской научной конференции, посвященной 100-летию со дня рождения Я.А. Пономарева. : Институт психологии РАН, 2020. С. 85-86.
Представлены результаты 3 экспериментов, в рамках которых рассматривалось влияние на функциональную фиксированности выполнения заданий по называнию объектов, у которых функциональное свойство (ФС) целевого предмета (способность выполнять стандартную функцию целевого предмета) выражено в меньшей степени. ...
Added: October 28, 2021
, , et al., , in : IOP Conference Series: Materials Science and Engineering, Volume 537, Issue 3. Vol. 537. Issue 3.: Institute of Physics Publishing (IOP), 2019.
Added: October 20, 2021
, , et al., Психологический журнал 2022 Т. 43 № 1 С. 95-108
The paper is aimed to examine psychometric properties of short (BFI-2-S; 30 items) and extra- short (BFI-2-XS; 15 items) forms of the Russian version of the Big Five Inventory-2. Two samples were employed, which comprised Internet users (N = 1787) and students (N = 1024). Scores on the BFI-2-X/BFI-2- XS scales and subscales were distributed ...
Added: December 1, 2021
Preference for Complexity and Asymmetry Contributes to an Ability to Overcome Structured Imagination: Implications for Creative Perception Paradigm
, , Symmetry 2021 Vol. 13 Article 343
The study is a part of a research project, which explores the role of creative perception in creative behavior. We operationalized creative behavior as an ability to overcome structured imagination, as measured by the Invented Alien Creature test, and operationalized creative perception as a preference for complexity and asymmetry, which we assessed using a standard ...
Added: February 22, 2021
М. : Glance, 2015
Книга представляет собой сборник статей по различным аспектам философского мировоззрения: бытие, время, человек, истина и благо, свобода и фатум, дух и душа, творчество и зависимость от прошлого и настоящего. Все эти статьи были опубликованы в журнале Glance с 2006 года по настоящее время. Авторы статей - известные отечественные философы, профессора ведущих российских вузов (МГУ им. ...
Added: February 17, 2015
, , et al., , in : Proceedings of the international conference on Uncertainty in Artificial Intelligence (UAI 2018). : [б.и.], 2018. P. 876-885.
Deep neural networks are typically trained by optimizing a loss function with an SGD variant, in conjunction with a decaying learning rate, until convergence. We show that simple averaging of multiple points along the trajectory of SGD, with a cyclical or constant learning rate, leads to better generalization than conventional training. We also show that ...
Added: February 27, 2019
, , Gewerblicher Rechtsschutz und Urheberrecht. Internationaler Teil 2013 No. 2 P. 113-123
The article treats the problem of finding criteria of copyrightable and non copyrightable in the system of the copyright in Russia, modeling different types of the demarcation criteria and analyzing their advantages and weaknesses. The author also shows how the Russian judicial practice evolves in the direction of the admitting the works of low authorship ...
Added: March 3, 2013
, , et al., , in : Proceedings of XV IEEE East-West Design & Test Symposium (EWDTS'2017). : Piscataway : IEEE, 2017. P. 1-4.
The secular outcome of our investigation is development of new monitoring service for glucose control related to diabetes. It is based on the main results of research: 1) New innovative wearable sensor that carry non-invasive measurement of glucose level. Sensor uses several independent technologies, simultaneously: radio-frequency with different levels of signal, ultrasonic, electromagnetic and thermal; ...
Added: February 20, 2018
, , Psychology of Aesthetics, Creativity, and the Arts 2016
Is creativity domain-general or domain-specific? Study 1 analyzed data from representative samples from two cultural regions of Russia (N = 2,046). MGCFA distinguished six domains of creativity: crafts, plastic arts, performance, theater, products for work, and machine graphics. All loaded on a single, higher order factor, supporting the hybrid view that there are distinct domains, ...
Added: May 15, 2016
Практики, меняющие представления учителей: ИКТ на уроках, формирующих критическое и креативное мышление
, , Психологическая наука и образование 2022 Т. 27 № 6 С. 36-45
This article examines the change in teachers’ beliefs regarding new educa- tional outcomes and new forms of using digital tools . For six months, 18 teach- ers developed and conducted lessons that form students’ critical and creative thinking . At the same time, ICT tools were used not only by the teacher, but, most importantly, ...
Added: January 27, 2023
Proceedings of the International Forum on Knowledge Asset Dynamics, 12th edition, Knowledge Management in the 21st Century: Resilience, Creativity and Co-creation, IFKAD 2017
St. Petersburg : St. Petersburg University, 2017
The acknowledgment of the knowledge-based nature of today’s economy and of organisations points out that knowledge workers and knowledge processes are at the basis of organisations competitiveness and knowledge management is a necessary dimension connecting operations and strategy in order to translate knowledge into organisational performance and value outputs and impacts. However, the ability of ...
Added: June 12, 2017
, , in : An Introduction to Bilingualism: Principles and Processes. : NY : Routledge, 2018. Ch. 8. P. 159-189.
This chapter provides an overview of empirical research on the relationship between bilingualism and creativity. It focuses on the creative performance of bilingual and monolingual children and adults. After reviewing the empirical findings, the chapter discusses their methodological issues and provides their theoretical interpretation. One of the major methodological glitches contaminating not only bilingual creativity ...
Added: July 22, 2019