• Title/Summary/Keyword: scientific combination

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A Theoretical Review and Trial Application of the 'Resources-Based View' (RBV) as an Alternative Cognitive Theory (대안적 인지 이론으로서 '자원 기반 관점'에 대한 이론적 고찰과 시험 적용)

  • Oh, Phil Seok
    • Journal of The Korean Association For Science Education
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    • v.35 no.6
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    • pp.971-984
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    • 2015
  • The purpose of this study is twofold: to theoretically review the 'resources-based view' (RBV) developed by D. Hammer and his colleagues as an alternative cognitive theory and to illustrate the usefulness of the theory by applying it to interpret a science learning activity in which undergraduate students worked together to construct a model of the seasons. The theoretical review was based on the exploration of relevant literature and dealt mainly with three types of resources: conceptual, epistemological, and practical resources. The trial application revealed that scientific models have been developed through the combination of different pieces of conceptual resources activated from participants, rather than emerging as unitary wholes. However, all the activated resources were not included into a model, and some of the conceptual resources acted as constraints to constructing a scientific model. The implications included that science educators should be attentive and responsive to students' resources and help them use the resources productively to learn science.

Development of Deep Learning Ensemble Modeling for Cryptocurrency Price Prediction : Deep 4-LSTM Ensemble Model (암호화폐 가격 예측을 위한 딥러닝 앙상블 모델링 : Deep 4-LSTM Ensemble Model)

  • Choi, Soo-bin;Shin, Dong-hoon;Yoon, Sang-Hyeak;Kim, Hee-Woong
    • Journal of Information Technology Services
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    • v.19 no.6
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    • pp.131-144
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    • 2020
  • As the blockchain technology attracts attention, interest in cryptocurrency that is received as a reward is also increasing. Currently, investments and transactions are continuing with the expectation and increasing value of cryptocurrency. Accordingly, prediction for cryptocurrency price has been attempted through artificial intelligence technology and social sentiment analysis. The purpose of this paper is to develop a deep learning ensemble model for predicting the price fluctuations and one-day lag price of cryptocurrency based on the design science research method. This paper intends to perform predictive modeling on Ethereum among cryptocurrencies to make predictions more efficiently and accurately than existing models. Therefore, it collects data for five years related to Ethereum price and performs pre-processing through customized functions. In the model development stage, four LSTM models, which are efficient for time series data processing, are utilized to build an ensemble model with the optimal combination of hyperparameters found in the experimental process. Then, based on the performance evaluation scale, the superiority of the model is evaluated through comparison with other deep learning models. The results of this paper have a practical contribution that can be used as a model that shows high performance and predictive rate for cryptocurrency price prediction and price fluctuations. Besides, it shows academic contribution in that it improves the quality of research by following scientific design research procedures that solve scientific problems and create and evaluate new and innovative products in the field of information systems.

Latest Information Technologies in the UK Adults Education System

  • Tverezovska, Nina;Bilyk, Ruslana;Rozman, Iryna;Semerenko, Zhanna;Orlova, Nataliya;Vytrykhovska, Oksana;Oros, Ildiko
    • International Journal of Computer Science & Network Security
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    • v.22 no.8
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    • pp.25-34
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    • 2022
  • Today, further education of adults in the UK is one of the developing areas of continuing education. The Open University with distance learning, in the process of which innovative forms and methods based on computer and telecommunication technologies are used, is particularly successful in the organization of additional education of the adult population. The advantages of distance learning, multimedia - the latest information technologies, which provide the combination of graphic images, video, sound with the help of modern computer tools, are noted. The basic principles and forms underlying the technologies and forms of work with the elderly are defined. The international experience of implementing "Universities of the Third Age" is summarized. The most widespread approach in adult education in Great Britain is informational. The use of computer technologies motivates a new paradigm in educational methods and strategies, which requires new approaches, forms of learning, and innovative ways of delivering educational materials to adult learners. Information technologies have gained great popularity in such activities as distance learning, online learning, assistance in the education management system, development of programs and virtual textbooks in various subjects, online search for information for the educational process, computer testing of students' knowledge, creation of electronic libraries, formation of a single scientific electronic environment, publication of virtual magazines and newspapers on pedagogical topics, teleconferences, expansion of international cooperation in the field of Internet education. The information technology of synchronous distance learning "online" has gained considerable popularity in the educational process today. A promising direction is the use of multimedia technologies in educational activities to create a design of a virtual computer environment by decoding audiovisual information.

Management strategy through analysis of habitat suitability for otter (Lutra lutra) in Hwangguji Stream (황구지천 내 수달(Lutra lutra) 서식지 적합성 분석을 통한 관리 전략 제안)

  • Song, Won-Kyong
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.27 no.4
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    • pp.1-14
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    • 2024
  • Otters, designated as Class I endangered wildlife due to population declines resulting from urban development and stream burial, have seen increased appearances in freshwater environments since the nationwide ban on stream filling in 2020 and the implementation of urban stream restoration projects. There is a pressing need for scientific and strategic conservation measures for otters, an umbrella and vulnerable species in aquatic ecosystems. Therefore, this study predicts potential otter habitats using the species distribution model MaxEnt, focusing on Hwangguji Stream in Suwon, and proposes conservation strategies. Otter signs were surveyed over three years from 2019 to 2021 with citizen scientists, serving as presence data for the model. The model's outcomes were enhanced by analyzing 'river nature map' as a boundary. MaxEnt compared the performance of 60 combinations of feature classes and regularization multipliers to prevent model complexity and overfitting. Additionally, unmanned sensor cameras observed otter density for model validation, confirming correlations with the species distribution model results. The 'LQ-5.0' parameter combination showed the highest explanatory power with an AUC of 0.853. The model indicated that the 'adjacent land use' variable accounted for 31.5% of the explanation, with a preference for areas around cultivated lands. Otters were found to prefer shelter rates of 10-30% in riparian forests within 2 km of bridges. Higher otter densities observed by unmanned sensors correlated with increasing model values. Based on these results, the study suggests three conservation strategies: establishing stable buffer zones to enhance ecological connectivity, improving water quality against non-point source pollution, and raising public awareness. The study provides a scientific basis for potential otter habitat management, effective conservation through governance linking local governments, sustainable biodiversity goals, and civil organizations.

Anti-HIV-1 Viral Activity of Glycyrrhizin (감초탕(甘草湯)의 Human Immunodeficiency Virus-1 억제능(抑制能)에 관(關)한 연구(硏究))

  • Lee, Tae-kyun;Moon, Jun-Joon
    • The Journal of Dong Guk Oriental Medicine
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    • v.1
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    • pp.209-236
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    • 1992
  • The microculture XTT antiviral assay method is used to quantitate HIV-1 induced cytopathic effects as modulated by test substances. This relatively simple assay facilitated the safe and rapid determination of in vitro antiviral activity of selected chemicals as well as direct cytotoxicity. This experiment also confirmed that this system measures infection and subsequent viral replication in target cells and XTT formazan formations correlated with the accumulation of extracellular virions, as measured by quantitative HIV-1 induced syncytium foramtion. The present results with Glycyrrhizin using this in vitro culture system demonstrated that effective dose, EC50(the concentration at which increases XTT formazan production in infected cultures to 50% of that in untreated, uninfected controls) was 250ml. As comparison, AZT was included in this experiment and demonstrated that EC50 AZT of was 0.05g/ml, approximately 5,000 times more potent than Glycyrrhizin based on EC50 ratio's alone. However, this potency is limited by severe cytotoxicity of AZT, while Glycyrrhizin is approximately 16 times less toxic(IC50 of Glycyrrhizin 800 and AZT 51 g/ml). While AZT's anti-HIV-1 viral activity is mediated by inhibition of reverse transcriptase of the virus, Glycyrrhizin faild to demonstrate any inhibitory activity against reverse transcriptase. Further study is necessary in order to understand the precise mechanisms of Glycyrrhizin action against HIV-1 viruses. Althouth Glycyrrhizin is less effective antiviral agent than AZT, much less toxicity of Glycyrrhizin is desirable in terms of chronic treatment. Combination treatment of AZT and Glycyrrhizin may be therapeutically beneficial. Clinical effectiveness of two drug combination therapy for AIDS patient is unknown at this time. However, this experimental investigation presents the scientific rational basis for such therapeutic approach.

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9 types of domestic plant combination oil effective for relieving depression Bioactive effect research (우울증완화의 효과적인 국내산 9종 식물 조합오일의 생리활성 효과 연구)

  • Sook-Heui Jung
    • Journal of the Korean Applied Science and Technology
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    • v.40 no.1
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    • pp.103-112
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    • 2023
  • This study selected 9 species of domestic native plants (Baechohyang, Red Pine, Turmeric, Ginger, San parsley seed, Bulsugam, Hwangchil, Tangja, Valerian) that have been proven effective for depression, and based on the analysis results of each fragrance component, 9 species were selected. Antioxidant (DPPH, ABTS), cytotoxicity (MTS), and anti-inflammatory (Nitric oxide) experiments were performed by combining essential oils. As a result of the analysis of fragrance components, DL-Limonene (38.44%), g-Terpinene (8.9%), Estragole (5.18%), and a-Pinene (1.73%), which were previously studied in combination oil, were identified. DPPH radical scavenging ability, which is an antioxidant activity, showed 75.4%, ABTS radical scavenging ability was 74.04%, and NO production inhibition was 33.14% at a concentration of 5uL/ml with no cytotoxicity confirmed. Through this, the effect of domestic blending essential oils on the improvement or prevention of depression is verified, and scientific efficacy and ingredient studies are conducted in a mutually cooperative manner to seek solutions to depression and provide basic data to confirm whether or not depressive symptoms are improved. want to do.

Systematic review of the effect of omega-3 fatty acids on improvement of blood flow while focused on evaluation of claims for health functional food (건강기능식품의 기능성을 중심으로 한 오메가-3 지방산 함유유지의혈행개선 효과에 대한 체계적 고찰)

  • Jeong, Sewon;Kim, Ji Yeon;Paek, Ju Eun;Kim, Joohee;Kwak, Jin Sook;Kwon, Oran
    • Journal of Nutrition and Health
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    • v.46 no.3
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    • pp.226-238
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    • 2013
  • Omega-3 polyunsaturated fatty acids are essential fatty acids because humans cannot synthesize them de novo and must obtain them in their diet. Fish and fish oil are rich sources of omega-3 fatty acids, including eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA). Significant evidence of the beneficial role of dietary intake of omega-3 fatty acids in blood flow has been reported and putative mechanisms for improvement of blood flow include anti-thrombotic effects, lowered blood pressure, improved endothelial function, and anti-atherogenic effects. Edible oils containing omega-3 fatty acids were registered as functional ingredients in the Korea Health Functional Food Code. Although omega-3 fatty acids have been evaluated by the Korea Food and Drug Administration (KFDA) based on scientific evidence, periodic re-evaluation may be needed because emerging data related to omega-3 fatty acids have accumulated. Therefore, in this study, we re-evaluated scientific evidence for the effect of omega-3 fatty acids as a functional ingredient in health functional food on improvement of blood flow. A comprehensive literature search was conducted for collection of relevant human studies using the Medline and Cochrane, KISS, and IBIDS databases for the years 1955-2012. Search keywords were used by combination of terms related to omega-3 fatty acids and blood flow. The search was limited to human studies published in Korean, English, and Japanese. Using the KFDA's evidence based evaluation system for scientific evaluation of health claims, 112 human studies were identified and reviewed in order to evaluate the strength of the evidence supporting a relation between omega-3 fatty acids and blood flow. Among 112 studies, significant effects on improvement of blood flow were reported in 84 studies and the daily intake amount was ranged from 0.1 to 15 g. According to this methodology of systematic review, we concluded that there was possible evidence to support a relation between omega-3 fatty acid intake and blood flow. However, because inconsistent results have recently been reported, future studies should be monitored.

The Development of the Convergence Education Program based on the Creation of Scientific and Cultural Content (과학문화콘텐츠 구성을 기반으로 한 융합형 교육 프로그램의 개발 방안)

  • Cho, Nam-Min;Kim, So-Ryun;Son, Dal-Lim
    • The Journal of the Korea Contents Association
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    • v.15 no.1
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    • pp.506-518
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    • 2015
  • Recently there are growing needs and demand to enhance 'Unity of knowledge' as the concept of "Creating new value through integration and convergence" is developing rapidly in many different areas in the society. This also has significant implication to education. Especially, it requires paradigm shift in terms of required capabilities and qualifications for the students with science major. To accommodate this trend, Natural Sciences and Engineering's College has been increasing convergence education which focus on cultivating creative and cooperative learning capabilities as well as acquiring fundamental knowledge of individual majors. However, convergence education developed and implemented by Sciences college or liberal education so far has been mechanical combination of knowledge from different academic fields - not effectively integrated and interdisciplinary education. Given this situation, this research is to develop and propose a "convergence education program based on the development of scientific and cultural contents" as an education tool to enhance capabilities to apply and re-create integrated knowledge as well as acquire and learn existing knowledge. Education program developed in this research aims to achieve two different and sequential capabilities. First is to understand 'Science and Technology' and 'Cultural Archetype' which would be essential and useful to create cultural contents. Second is to develop capabilities to convert this understanding into cultural contents - a storytelling capability. This education program is differentiated in that it defines cultural contents as a medium to converge and integrate science and technology and humanities. By leveraging the concept of cultural content and storytelling, this education program would be able to overcome restrictions of existing interdisciplinary approach. Also, this program would encourage students to try in-depth research and new applications, and develop logical and creative thinking.

Use of Multimedia Technologies in Extra-Curricular Works in Order to Improve the Quality of Training of Future Specialists

  • Tverezovska, Nina;Kovbasa, Tetiana;Pryhalinska, Tetiana;Mykhniuk, Serhii;Lopushan, Tetiana;Radionova, Olena;Kuchai, Tetiana
    • International Journal of Computer Science & Network Security
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    • v.22 no.9
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    • pp.35-42
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    • 2022
  • The article deals with the role of extra-curricular work by means of multimedia technologies in order to improve the quality of training of future specialists. An important condition for achieving high results in training specialists is the optimal combination of classroom and independent extra-curricular work of students by means of multimedia technologies. Very significant is the development of student independence, the formation of skills of independent search activity, the ability to take responsibility, independently solve a problem, find constructive solutions, a way out of a crisis situation, and so on. Extra-curricular work forms students' ability to master the techniques of analysis, synthesis, generalization, comparison; develops flexibility of thinking; opens up opportunities for the development and stabilization of positive learning motives to activate the process of mastering knowledge by means of multimedia technologies as a means of forming the personality of a highly qualified specialist. The concept of multimedia as one of the priority areas of Information Technology, which plays a particularly important role in the process of informatization of education, is revealed, and its advantages in education are shown. The advent of multimedia systems optimizes transformations in education, in many areas of professional activity, science, art, etc. The necessity of distance learning to improve the quality of training of future specialists using multimedia technologies in extra-curricular work is justified. The effectiveness of pedagogical support in the process of distance learning is achieved by the following conditions, which is revealed in the article. Various forms and types of extra-curricular work of students that are used in the modern practice of the educational environment of a higher education institution are described. Scientific and informational activity is considered a key area of information activity. The analysis of scientific and information activities in the field of education allows us to identify its main functions, which emphasize the growing role of scientific information in the education system, in particular, extra-curricular work using multimedia technologies. Operational, complete, accurate, targeted information that meets objective and subjective needs becomes an important link between the field of management, science and practice.

Psychological and Pedagogical Features the Use of Digital Technology in a Blended Learning Environment

  • Volkova Nataliia;Poyasok Tamara;Symonenko Svitlana;Yermak Yuliia;Varina Hanna;Rackovych Anna
    • International Journal of Computer Science & Network Security
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    • v.24 no.4
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    • pp.127-134
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    • 2024
  • The article highlights the problems of the digitalization of the educational process, which affect the pedagogical cluster and are of a psychological nature. The authors investigate the transformational changes in education in general and the individual beliefs of each subject of the educational process, caused by both the change in the format of learning (distance, mixed), and the use of new technologies (digital, communication). The purpose of the article is to identify the strategic trend of the educational process, which is a synergistic combination of pedagogical methodology and psychological practice and avoiding dialectical opposition of these components of the educational space. At the same time, it should be noted that the introduction of digital technologies in the educational process allows for short-term difficulties, which is a usual phenomenon for innovations in the educational sphere. Consequently, there is a need to differentiate the fundamental problems and temporary shortcomings that are inherent in the new format of learning (pedagogical features). Based on the awareness of this classification, it is necessary to develop psychological techniques that will prevent a negative reaction to the new models of learning and contribute to a painless moral and spiritual adaptation to the realities of the present (psychological characteristics). The methods used in the study are divided into two main groups: general-scientific, which investigates the pedagogical component (synergetic, analysis, structural and typological methods), and general-scientific, which are characterized by psychological direction (dialectics, observation, and comparative analysis). With the help of methods disclosed psychological and pedagogical features of the process of digitalization of education in a mixed learning environment. The result of the study is to develop and carry out methodological constants that will contribute to the synergy for the new pedagogical components (digital technology) and the psychological disposition to their proper use (awareness of the effectiveness of new technologies). So, the digitalization of education has demonstrated its relevance and effectiveness in the pedagogical dimension in the organization of blended and distance learning under the constraints of the COVID-19 pandemic. The task of the psychological cluster is to substantiate the positive aspects of the digitalization of the educational process.