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Cryptocurrency automatic trading research by using facebook deep learning algorithm (페이스북 딥러닝 알고리즘을 이용한 암호화폐 자동 매매 연구)

  • Hong, Sunghyuck
    • Journal of Digital Convergence
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    • v.19 no.11
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    • pp.359-364
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    • 2021
  • Recently, research on predictive systems using deep learning and machine learning of artificial intelligence is being actively conducted. Due to the development of artificial intelligence, the role of the investment manager is being replaced by artificial intelligence, and due to the higher rate of return than the investment manager, algorithmic trading using artificial intelligence is becoming more common. Algorithmic trading excludes human emotions and trades mechanically according to conditions, so it comes out higher than human trading yields when approached in the long term. The deep learning technique of artificial intelligence learns past time series data and predicts the future, so it learns like a human and can respond to changing strategies. In particular, the LSTM technique is used to predict the future by increasing the weight of recent data by remembering or forgetting part of past data. fbprophet, an artificial intelligence algorithm recently developed by Facebook, boasts high prediction accuracy and is used to predict stock prices and cryptocurrency prices. Therefore, this study intends to establish a sound investment culture by providing a new algorithm for automatic cryptocurrency trading by analyzing the actual value and difference using fbprophet and presenting conditions for accurate prediction.

An Interpretation of Human View in Daesoon Thought: From the Perspective of Mircea Eliade's New Humanism (엘리아데의 관점으로 본 대순사상의 인간관 연구)

  • Ahn, Shin
    • Journal of the Daesoon Academy of Sciences
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    • v.33
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    • pp.1-30
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    • 2019
  • There have been three trends in the study of the view of humanity in Daesoon Thought: insider theology, outsider theology, and religious studies. This article is intended to interpret the view of humanity in Daesoon Thought from the perspective of Mircea Eliade's New Humanism. We find similarities between Daesoon Thought and Eliade's New Humanism. Daesoon Thought deals with the complexities of life as being labyrinth-like and puts Jeungsan's view of humanity at the center of a Daesoon worldview. Jeungsan examines the existential problems which humans face in the Former World, and gives the religious remedies of Haewonsangsaeng (the resolution of grievances for mutual beneficence) and Boeunsangsaeng (the grateful reciprocation of favors for mutual beneficence) to transform humanity's worldview for usage in the Later World. Jeungsan suggests a way of peace instead of the revolution of Donghak. Through the Reordering Works of Heaven and Earth, Jeungsan changes the mutual contention of the Former World into the mutual beneficence of the Later World. The cosmology of Daesoon Thought recovers the relationship between divine beings and human beings in the three realms, and proposes a system of ethics that promotes virtue and reproves vices and human-centericism. In conclusion, the view of humanity in Daesoon Thought is an unapologetic view of homo-religiosus from within a new humanism.

A Study on The Need for AI Literacy According to The Development of Artificial Intelligence Chatbot (인공지능 챗봇 발전에 따른 AI 리터러시 필요성 연구)

  • Cheol-Seung Lee;Hye-Jin Baek
    • The Journal of the Korea institute of electronic communication sciences
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    • v.18 no.3
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    • pp.421-426
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    • 2023
  • Among artificial intelligence convergence technologies, Chatbot is an artificial intelligence-based interactive system and refers to a system that can provide interaction with humans. Chatbots are being re-examined as chatbots develop into NLP, NLU, and NLG. However, artificial intelligence chatbots can provide biased information based on learned data and cause serious damage such as privacy infringement and cybersecurity concerns, and it is essential to understand artificial intelligence technology and foster AI literacy. With the continued evolution and universalization of artificial intelligence, AI Literacy will also expand its scope and include new areas. This study is meaningful in raising awareness of artificial intelligence technology and proposing the use of human respect technology that is not buried in technology by cultivating human AI literacy capabilities.

Case Study of Building a Malicious Domain Detection Model Considering Human Habitual Characteristics: Focusing on LSTM-based Deep Learning Model (인간의 습관적 특성을 고려한 악성 도메인 탐지 모델 구축 사례: LSTM 기반 Deep Learning 모델 중심)

  • Jung Ju Won
    • Convergence Security Journal
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    • v.23 no.5
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    • pp.65-72
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    • 2023
  • This paper proposes a method for detecting malicious domains considering human habitual characteristics by building a Deep Learning model based on LSTM (Long Short-Term Memory). DGA (Domain Generation Algorithm) malicious domains exploit human habitual errors, resulting in severe security threats. The objective is to swiftly and accurately respond to changes in malicious domains and their evasion techniques through typosquatting to minimize security threats. The LSTM-based Deep Learning model automatically analyzes and categorizes generated domains as malicious or benign based on malware-specific features. As a result of evaluating the model's performance based on ROC curve and AUC accuracy, it demonstrated 99.21% superior detection accuracy. Not only can this model detect malicious domains in real-time, but it also holds potential applications across various cyber security domains. This paper proposes and explores a novel approach aimed at safeguarding users and fostering a secure cyber environment against cyber attacks.

Jung, the Symbolical/Intuitional Understanding of the Symbol, and the Interreligious Dialogue (융, 상징적/직관적 상징이해, 그리고 종교간의 대화)

  • Seung Chul Kim
    • Sim-seong Yeon-gu
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    • v.26 no.2
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    • pp.189-208
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    • 2011
  • The psychology of Carl G. Jung is often called an "ancilla religionis"(servant of religion, James Heisig), by which Jung's understanding of the unconsciousness of human being as the religious one is well expressed. According to Jung the dichotomy between the consciousness and the unconsciousness of men is reconciled in the various religious symbols of the world religions. He also asserted that the religious symbols must be understood and interpreted by a symbolical way. When the religious symbols are understood literally and dogmatically, they lost their dynamic power to bring salvation to men. In this paper I try to understand the essence of the symbolical and intuitional understanding of the exclusiveness of Jesus Christ. The confession of the Christianity that only Christ, once for all, could bring the salvation to the whole humankind is to be interpreted by a symbolical and intuitional way. That means, Christ is to be understood as a always new being at every time when he is confessed as a salvator. Christ as a symbol could never be a historical past. I mentioned about the understanding of Buddha by Muneyoshi Yanagi, a Japanese Shinto Buddhist, in order to show how such a symbolical and intuitional understanding of the Christ could be possible.

A Deconstructive Understanding the Concept of Haewon in Daesoon Truth: From the Perspective of Derrida's Deconstruction Theory (대순진리의 해원(解冤)사상에 대한 해체(解體)론적 이해 -자크 데리다(Jacques Derrida)의 해체론을 중심으로-)

  • Kim, Dae-hyeon
    • Journal of the Daesoon Academy of Sciences
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    • v.39
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    • pp.69-97
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    • 2021
  • 'Déconstruction' is a system of thought that induces the emergent property that characterizes contemporary philosophy. The tradition of ancient Greek philosophy evolved over and over again, giving rise to the Renaissance and Enlightenment. It seemed to have reached its end under the historical perspective of modernity. However, contemporary philosophy wanted to see more possibilities through the deconstruction of modern philosophy. If modern philosophy dreams of a strange cohabitation between God and man with the humanistic completion of Plato's philosophy, modern philosophy rejects even that through deconstruction. Although Plato's classical metaphysics is a stable system centered around the absolute, it is ultimately based on God and religion. Under that system, human autonomy is only the autonomy bestowed by God. Contemporary philosophy is one of the results of efforts that try to begin philosophy from the original human voice through deconstruction. Instead of epistemology dependent on metaphysics, they wanted to establish epistemology from human existence and realize the best good that would set humans free through deconstruction. As such, it is no mistake to say that deconstruction is also an extension of the modern topic of human freedom. Deconstruction and human freedom act as one body in that the two cannot be separated from each other. Oddly enough, Daesoon Thought, which seems to have religious faith and traditional conservatism as main characteristics, has an emergent property that encompasses modern and contemporary times. The period of Korea, when Kang Jeungsan was active and founded Daesoon Thought, has an important meaning for those who have a keen view of history. Such individuals likely think that they have found a valuable treasure. This is because that period was a time when ideological activities were conducted due to an intense desire to discover the meaning of human freedom and envision a new world without copying the ways of the West. Instead they looked to face internal problems and raise people's awareness through subjectivity. In other words, the subtle ideas created by Korea's self-sustaining liberalism often take the form of what is commonly called new religions in modern times. Among these new religions, Daesoon Thought, as a Chamdonghak (true Eastern Learning), aims to spread a particular modern value beyond modern times through the concept of Haewon (the resolution of grievances) that was proclaimed by Jeungsan. The Haewon espoused in Daesoon Thought is in line with the disbandment of modern philosophy in that it contains modernity beyond modern times. First, Haewon means to resolve the fundamental resentment of human existence, which arose from Danju's grievance. Secondly, Haewon in Daesoon Thought encompasses the Haewon of the Three Realms of Heaven, Earth, and Humanity centers on a Haewon-esque style of existence called Injon (Human Nobility). Haewon in Daesoon Thought can be understood in the same context as Derrida's philosophy of Deconstruction. Modern deconstruction attempts to expose the invisible structures and bonds within human society and attempt to destroy them. In a similar way, Haewon endeavors to resolve the conflicts among the Three Realms by releasing the bonds of fundamental oppression that hinder the Three Realms of Heaven, Earth, and Humanity.

Safety and Anticancer Effects of Platycodon grandiflorum Extracts (도라지 추출물의 안전성 및 항암 효과)

  • Kim, Soo-Hyun;Chung, Mi Ja
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.44 no.4
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    • pp.516-523
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    • 2015
  • This study investigated the antimutagenic and anticancer effects of Platycodon grandiflorum extract (PGE) and its fractions against carcinogenic N-nitrosodimethylamine (NDMA) and genotoxicity. The Ames Salmonella mutagenicity test employing histidine mutants of Salmonella Typhimurium TA98 and TA100 was used to examine the mutagenicity of PGE and its fractions. Bacterial reversion assay with S. Typhimurium TA98 and TA100 did not show a significantly increased number of revertant colonies. The same test was used to examine the ability of PGE and its fractions to prevent acquisition of N-methyl-N'-nitro-N-nitrosoguanidine- and 4-introquino-line-1-oxide-induced mutations. PGE and its fractions inhibited mutagenesis in a dose-dependent manner. Among the fractions, ethyl acetate fraction from PGE (PGEA) exhibited a higher antimutagenic effect than other fractions. PGE and its fractions suppressed the growth of cancer cell lines, including human cervical adenocarcinoma, human hepatocellular carcinoma, human breast adenocarcinoma, human lung carcinoma, and transformed primary human embryonic kidney cells. In addition, we evaluated the antitumor activity of PGEA and its fractions in sacorma-180 solid tumor-bearing mice. In vivo anticancer activity results showed that PGE and its fractions could more effectively suppress tumor growth than the control. PGEA showed higher in vitro and in vivo anticancer effects than PGE and other fractions, and PGEA inhibited NDMA formation. Thus, we showed that PGEA has antimutagenic and anticancer activities, making it a candidate anticancer material under these experimental conditions.

Understanding Sensible Design through John Dewey's Transaction (존 듀이의 트랜스액션을 통한 감성디자인 이해)

  • Huh, Jin
    • The Journal of the Korea Contents Association
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    • v.13 no.1
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    • pp.156-163
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    • 2013
  • In the past, the enlargement of perception through media was 'information'. From now on, however, the primary objective of media is to consist not in conveying information but in sharing the values of 'emotion' and 'experience' that are perceived through information. Individual emotional becomes an issue due to the limitations of the ideology of modernism and the pervasiveness of the autonomous perception in the human thinking that started in postmodernism. If we once again talk about a function-focused, sensible approach for the sake of marketing in the current era that has impinged on the limits of mammonism, we must keep in mind that 'emotion,' presently retaken as the originary, human value and the value of new communication, may come to an end any time. Therefore, th current thesis is designed to examine John Dewey's 'transaction' as a method for figuring out the concept of emotion, the perceptional function latent in humans. Dewey's 'transaction,' which is a term that refers to the reciprocal relationships between humans and environment and the accompanying totality of perceptive process, interprets human emotion, user experience and environment as the organic, circular relationships. For such understanding, one must break out of the boundary of the past, dichotomous communication between the subject and the object to expand into the perceptional relations in a wider environment, in order to seek design methods that would help dismantle the borderline that has so far separated the developer from the user, share sensibilities, and express experiences.

Clinical Application of Model of Human Occupation on Goals Setting of Elderly person With Dementia: A Case Study (치매노인의 목표수립을 위한 인간작업모델 (Model of Human Occupation)의 적용: 사례연구)

  • Lee, Yu-Na;Jung, Min-Ye
    • Therapeutic Science for Rehabilitation
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    • v.2 no.1
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    • pp.66-76
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    • 2013
  • Objective : Based on the Model of Human Occupation (MOHO), this study was to identifies the goals setting of elderly person with dementia. Methods : For 5 weeks from May to June of 2012, MOHO-based interviews and Occupational Questionnaire(OQ), Interest checklist(IC), Volitional Questionnaire(VQ), The Assessment of Communication and Interaction Skills(ACIS), Occupational Performance History Interview-II(OPHI-II), Occupational Self Assessment(OSA), The Occupational Circumstances Assessment Interview and Rating(OCAIR) assessment were conducted on elderly person with dementia. Further interviews were conducted with case manager and family. Results : After interviews and assessments were conducted, the results of which showed limitations in social and family relationship, financial issues, general well-being. Conclusion : Applying the MOHO forms a basis for judging the subject in a holistic and general way, changes how the subject is viewed, suggests various strategies. For improving the professinoalism and qualities of occupational therapy service, and may help expand the range of other relevant areas.

Task and Curriculum Contents of Applied Ecological Engineering Education (응용생태공학 교육의 임무와 교과내용)

  • Kim, Jeong-Gyu;Lee, Woo-Kyun
    • Ecology and Resilient Infrastructure
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    • v.2 no.1
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    • pp.1-11
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    • 2015
  • The needs for ecological engineering, which can design ecosystems that integrate human society and their natural environment for the benefit of both, has increased. The Korean Society of Ecology and Infrastructure Engineering (KSEIE) was established for this purpose and has contributed to the research and development of theories and technologies in related fields. However, the current state of educational services and contents of ecological engineering is still needed to be standardized and systematized. In this paper, we outlined the trends of ecological engineering education at international and domestic levels and proposed a sample services and curriculum, brought from the discussions and suggestions made during the forum, Founding the Education for Ecological Engineering, held by the KSEIE. Education of ecological engineering can nurture people who can design and manage ecosystems for the benefits of human and natural society and can restore ecosystems disturbed artificially. The services and curriculum have to meet and cover the challenges facing the future of ecological engineering; a. the ethical interpretation of the balance between human and nature, b. developing and strengthening its relationship with other scientific disciplines and societies - business, policy, education, and practitioners, c. identify and fuse the key ecological engineering principles into other discipline. We proposed a three layers curriculum system, basic (mathematics, physics, chemistry, biology, etc.), core (ecology, hydrology, engineering, etc.), and advanced subjects. The first two can belong to an undergraduate program and the last two can be put into graduate program. The selection of subjects is according to the purpose and needs of the major.