• Journal of Intelligence and Information Systems
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• v.28 no.2
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• pp.147-170
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• 2022

Although the number of patent which is one of the core outputs of technological innovation continues to increase, the number of low-value patents also hugely increased. Therefore, efficient evaluation of patents has become important. Estimation of patent lifespan which represents private value of a patent, has been studied for a long time, but in most cases it relied on a linear model. Even if machine learning methods were used, interpretation or explanation of the relationship between explanatory variables and patent lifespan was insufficient. In this study, patent lifespan (number of renewals) is predicted based on the idea that patent lifespan represents the value of the patent. For the research, 4,033,414 patents applied between 1996 and 2017 and finally granted were collected from USPTO (US Patent and Trademark Office). To predict the patent lifespan, we use variables that can reflect the characteristics of the patent, the patent owner's characteristics, and the inventor's characteristics. We build four different models (Ridge Regression, Random Forest, Feed Forward Neural Network, Gradient Boosting Models) and perform hyperparameter tuning through 5-fold Cross Validation. Then, the performance of the generated models are evaluated, and the relative importance of predictors is also presented. In addition, based on the Gradient Boosting Model which have excellent performance, Accumulated Local Effects Plot is presented to visualize the relationship between predictors and patent lifespan. Finally, we apply Kernal SHAP (SHapley Additive exPlanations) to present the evaluation reason of individual patents, and discuss applicability to the patent evaluation system. This study has academic significance in that it cumulatively contributes to the existing patent life estimation research and supplements the limitations of existing patent life estimation studies based on linearity. It is academically meaningful that this study contributes cumulatively to the existing studies which estimate patent lifespan, and that it supplements the limitations of linear models. Also, it is practically meaningful to suggest a method for deriving the evaluation basis for individual patent value and examine the applicability to patent evaluation systems.

• Journal of the Korean Society of Marine Environment & Safety
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• v.28 no.2
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• pp.334-345
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• 2022

The Enforcement Decree of the Framework Act on the Management of Disasters and Safety Article 3-2 specifies two 'disaster management supervision agencies' for responding to shipping disasters. These are the Korea Coast Guard, which is an on-scene disaster-responding and coordinating agency, and the Ministry of Ocean and Fisheries, which is a government department, thereby leading to possibilities for confusion. In the case of shipping disasters, where a personnel entitled full power to deal with shipping disasters is designated and his/her powers and duties are clearly made, relationship of leading and supporting agencies is made clear, and command system is simplified, an efficient response to shipping disasters is made possible. In the management of shipping disasters, all the disaster management processes, that is, prevention-preparedness-response-recovery, should be dealt with systematically and consistently. Notably, to swiftly and efficiently cope with a disastrous situation, the decision-making and command system must be simplified. The establishment of a command system and decision-making must be made independently, based on expertise. In the US, irrespective of the type of disasters, the FEMA plays a leading role and the USCG responds a response to maritime disasters by establishing the Incident Command System or Unified Command System that is an incident management system. In the UK, the MCA supervises an event and responds to it, and the SOSREP has full power to work with command and coordination independently. SOSREP, among others, is necessary to prevent an inefficient dealing of a shipping disaster owing to confrontation between participants. With reference to such leading States' practice, the Korean government should make a standardized and simplified response to maritime disasters. This study deals with a new maritime disaster responding system and provides an idea of the revision of the existing legal regime.

• MISULJARYO - National Museum of Korea Art Journal
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• v.101
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• pp.48-65
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• 2022

Three Japanese Buddhist scuptures of Daehyusa temple in Gimcheon, Gyeongsangbuk-do province(慶尙北道) are enshrined in the main hall(本堂) of Henjoin temple in Daegu, an annex temple built by the Chisan School(智山派) of Shingi Shingon sect(新義眞言宗) in Daegu around 1910 when the Japanese colonial period began. The following statues are believed to have been made around this time: the Statue of Kobo daishi(弘法大師像), which is the figure of monk Kukai(空海, 774-835), the founder of the Shingon sect(眞言宗) of Japan, and the Statue of Dainichi nyorai(大日如來像) and the Statue of Fudo myo-o(不動明王像), which are notable sculptures representing the thought and belief of the Shingon sect. Most statues identified of Dainichi nyorai, Kobo daishi, and Fudo myo-o from the Japanese colonial period thus far are rock-carved statues or stone statues. The statues of Daehyusa temple are noteworthy in that they are the first discovered Japanese Buddhist sculptures made of wood, known to have been enshrined in Japanese temples. Furthermore, they are valuable sources that can provide clues to the religious atmosphere of the temples of Chisan School of Shingi Shingon sect at the time. Although these statues have formative features that partially reflect modern aesthetics, their iconographic origins date back to the Heian period(平安時代, 794-1185). In other words, the Statue of Dainichi nyorai inherits the religious tradition of the Statue of Dainichi nyorai, which was created by monk Kakuban(覺鑁, 1095-1143), the founder of the Shingi Shingon sect. The Statue of Kobo daishi follows the Shinnyo Shinno(眞如親王) style founded by Monk-Imperial Prince Shinnyo who was a disciple of monk Kukai. The Statue of Fudo myo-o manifests the Genjo(玄祖) style among the statues of Fudo myo-o. Although not much is known about how the statues were enshrined in the Henjoin temple in Daegu during the Japanese colonial period, it is very likely that these statues were created as Shingi Shingon sect's statue of three-wheeled body(三輪身). That is, it is estimated that the Statue of Dainichi nyorai, Statue of Kobo daishi, and Statue of Fudo myo-o have the characteristics of the body of self-nature chakra(自性輪身), the body of great dharma chakra(正法輪身), and the body of order chakra(敎令輪身), respectively. The fact that the statue of three-wheeled body was established in the Shingon sect in Japan by monk Kakuban also lends credence to this possibility. It is thought that people who came to the Henjoin temple in Daegu worshiped the statue of three-wheeled body to understand the teachings of the Dainichi nyorai. Although it is the case of Sildalsa Temple (悉達寺, the successor of Henjoin temple in Daegu) in the first half of the 1950s, the main hall includes features that reinforce the idea that the tradition of Kobo daisi faith(弘法大師信仰) is passed on. To illustrate, the human skeletal remains in the main hall of Sildalsa Temple reflect Koyasan(高野山)'s tradition in laying ashes to rest, which has been popular in conjunction with the Kobo daishi faith in Japan since the 11th century.

• Journal of the Daesoon Academy of Sciences
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• v.43
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• pp.1-29
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• 2022

In this era of transnational migration, it is necessary to recognize the signs of the times regarding religion. During the globalization of Korean society, migration cannot be avoided, and as such, Korea should look towards hospitality with practical themes of religion and religious people aiming for peace. Therefore, this study examines the concept of 'conscience' in Daesoon Thought because this understanding of the conscience connects people to their heavenly endowed nature and their original selves. First, in order to explore the religious ideas of hospitality for transnational migration, this study viewed the issue through three analytical frames: exclusive perception, tolerant perception, and pluralistic perception, and then criticized these from the perspective of hospitality. Furthermore, hospitality was viewed as an attitude of attempting to expand one's sense of self in dealing with others. Religiously, it was derived that the expansion of one's sense of self should aim for relationships of Sangsaeng (相生 mutual beneficence) as these go beyond mere symbiosis. In addition, as a way to overcome otherness, the religious idea of unconditional hospitality towards migrants was explored focusing on the concept of conscience in Daesoon Thought. In Daesoon Thought, the mind is the source of Heaven and Earth and also the essence of human existence. There are two aspects of mind that arise in humans: conscience and private interest. In Daesoon Thought, the conscience enables human potential and aims for a return to the source. In other words, it is to abandon private-interest and regain one's nature and the essence of one's personality. This can be done through Mujagi (無自欺 Guarding against Self-deception); embodying and maintaining a mind that does not deceive itself. In Daesoon Thought, the practice of Sangsaeng ethics based on Mujagi is expressed as Haewon Sangsaeng (解冤相生 the Resolution of Grievances for Mutual Beneficence) and working for the betterment of others. Therefore, when the relational and communal perspectives of Daesoon Truth and Sangsaeng are reinforced, the argument for developing the practical ethics of Haewon Sangsaeng based on Mujagi into the transformation of the human spirit expressed as unconditional hospitality was found to be sound.

• Analyses & Alternatives
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• v.7 no.1
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• pp.229-258
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• 2023

For the main countries of the Asia-Pacific region, the United States, China and Russia, a situation of "new normality" is emerging. Moreover, for each of the countries, this "new normality" has its own meaning. For the United States, this is an aggravation of the military confrontation with China in the Taiwan Strait. For China, this is an increase in the degree of rivalry with the United States and a slowdown in the pace of economic development with a very high probability of their decline in the future. For Russia, this is an almost complete curtailment of relations with the United States against the background of a special military operation and imposed sanctions. These nuances, in addition to the results of the 20th CPC Congress, will determine the main trends in Sino-American and Sino-Russian relations. It seems that China's attitude towards Russia will not change against the background of the Ukrainian crisis. Beijing will maintain a position of "benevolent neutrality" towards Moscow. At the same time, the balance between "goodwill" and "neutrality" may vary depending on the scope of Sino-Russian cooperation. For example, in the economic sphere, Chinese companies will be afraid to cooperate with Russian partners for fear of secondary sanctions. However, in general, Russia will retain its importance for China as the strongest anti-American pole. In relations with the United States, China will continue to firmly defend its interests, while at the same time not excluding the normalization of relations with Washington in certain areas of cooperation: strategic stability, non-traditional threats, ecology, etc. In general, the decisions of the 20th CPC Congress do not allow us to say either in favor or against the idea of China's readiness to resume dialogue with the United States in the post-congress period. Sino-American relations, as noted above, have their own logic and will probably continue to develop within its framework. However, so are Sino-Russian relations. Within the framework of these logics, Beijing seems to continue to balance between the two vectors of its foreign policy. On the one hand, this is the development of bilateral cooperation with Russia in order to strengthen its own negotiating positions in the confrontation with the United States: military cooperation with an emphasis on joint exercises, political cooperation based on anti-Americanism, economic cooperation with an eye to the risks of secondary sanctions. On the other hand, it is unacceptable for China to recognize the collapse of Ukraine, the inadmissibility of a direct military clash with the United States and the extreme undesirability of further aggravation of relations with the United States on the factor of Chinese friendship with Russia.

• Journal of International Area Studies (JIAS)
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• v.15 no.1
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• pp.155-180
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• 2011

This paper aims at comparing the metanarrative and East Timor's local narrative in Indonesia during the Suharto's regime. Although these history writings have different political goals, the patterns of writings are ironically similar. Both of the history writings show strong nationalistic history writing patterns. Yet, in the writings, these histories place different interpretations on the historical events. In the metanarrative, local dynamics are seen through the diagrams of the nation and nationhood. This narrative finds the roots of the "ethnie" from some kingdoms in Java and Sumatra. These kingdoms, which throve based on the Hindu-Buddhist culture, achieved a territorial unity to a degree, covering some parts of Java and Sumatra. The glorious past disappeared with the advent of the colonial rule. The metanarrative then emphasizes the unity of the ethnic groups in the archipelago, which fiercely resisted against the colonial exploitation and oppression. By this, these ethnic groups were defined as "the masses," the collective identity, which had a same goal to achieve the national independence. In addition, some local histories, which took positive attitudes toward the European forces, were simply left out from the metanarrative. All the separatist movements taking place in the republic were also described as the anti-unifying forces. On the other hand, the goal of the history-writing in East Timor was to enhance the sense of nationalism and create the perception of the "East Timorese." The fundamental aim was the separation from Indonesia. In the narrative, the nationalist politicians overcame the problem of the non-existence of any memories of the glorious past with the awakening of the idea of "the imagined gloriousness of the past if there was no colonial rule." In addition, the narrative overemphasizes the memory of the colonial rule for 450 years under the Portuguese rule in order to stress the fact that it was the colony of Portugal, not of the Netherlands. Finally, the narrative shows how the East Timorese collectively fell to the status of slaves. By this, the political leaders of East Timor evoked the notion that it was recolonized by Indonesia, under which the East Timorese were demoted to the status of slaves. This notion of "slave-master" relationship then became the motives for the independence struggles in East Timor.

• Journal of the Daesoon Academy of Sciences
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• v.28
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• pp.133-163
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• 2017

It is the aim of this paper to elucidate the meaning of 'Sangsaeng' in Daesoon Thought on the basis of its relation to Life and Spirit in the philosophy of Hegel. To achieve this aim, this article compares three important concepts from Daesoon Thought, namely the 'gods of heaven and earth,' 'Haewon', and 'Sangsaeng' with Hegel's 'Life,' 'Spirit,' and the 'struggle for recognition.' This paper will clarify the commonalities as well as the differences between Daesoon Thought and Hegelian philosophy. The comparison between Hegel's concept of 'life' and the 'gods of heaven and earth' shows a specific relationship between a life and a soul which is characterized by duality. The point of similarity is that the two thoughts regards the soul as the basis of all things in nature including the life itself and spirit. This is the duality of the soul in nature and spirit as the truth of nature. But the difference is that Hegel does not reduce all things in nature including life itself to the soul as the truth of nature. This paper will argue that Hegel's idea of spirit returning from nature to itself has a similarity with the essence of Haewon in Haewon-sangsaeng. Hegel insists that spirit submerges initially in nature just as human beings in Daesoon Thought have inherent Won. The realization of the spirit in the Subjective Spirit shows that the spirit sublimates this initial submergence in nature und reveals itself in corporeality. This study will suggest that this realization of spirit including the struggle for recognition may be interpreted as the meaning of Sangsaeng.

• Journal of the Daesoon Academy of Sciences
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• v.28
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• pp.267-302
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• 2017

This study aims to understand the concept of God in Daesoon thought through gods, divine beings, and divine Dao as they are featured in the I Ching. This study also explores analysis by dividing the 'one' from the I Ching into personal subject, metaphysical and fundamental marvel, innate divinity and morality of human beings as being among various concepts of god. Among the terms regarding god, divine Dao is especially clear in its depiction of this concept. In this context, the study looks closely at the characteristics of the concept of God. The divine Dao is actually an order that has been spread throughout the world by Sangje's will and the gods are endowed with His mandate. Through such order, the divine Dao leads to the Dao of divinely empowered humans by the Great Dao of mutual beneficence and natural solution. Divinely empowered humans is a concept which corresponds to the idea that 'Divine affairs are akin to those of humans.' Divine beings have human will and feelings in the afterlife, and due to their close relationship to human beings, they exercise an influence over human beings. They have human will and feelings while alive as well. In addition, they also have grievances and grudges. Such grievances and grudges can be resolved by mutual beneficence. And the divine affairs and activities move in accordance with Taegeuk (the Great Ultimate), Sangje's will, and the divine Dao. Therefore, it is a principle that divine beings should obey and an operational law in theonomy. Sangje's divine Dao and heavenly mandate accord with the Great Ultimate and are thereby revealed. Natural solutions can be reached when Divine beings and human beings gain awareness of this truth. To realize the divine Dao, humans and divine beings should practice the dao of benevolence, justice, propriety, wisdom, and they should rely on one another. Furthermore, this is done to accomplish the dao of heaven and earth.

• Journal of the Daesoon Academy of Sciences
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• v.30
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• pp.61-94
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• 2018

The aim of this research is to examine the main concepts of human beings established by the saints and wise men in the Perennial Philosophy, and to reveal that the human view of Perennial Philosophy is consistent with the view of human beings of Daesoon Thought. In addition, Kant, who synthesizes Western modern philosophy, also sets out the ultimate goal of his philosophy of identifying human beings, wherein Kant asks what human beings are. The view of human beings in the Daesoon Thought reveals one kind of answer that can be given to Kant's anthropological question. If we compare this idea with that of the Western world (a Kantian view of humanity) based on this Perennial Philosophy, the characteristics of Daesoon Thought can be revealed clearly. Kant set the ultimate goal of his philosophy to answer the question, "What is man?" With regards to this, he posits four questions: 1) What can I know? 2) What should I do? 3) What can I hope for? 4) What are human beings? And Kant says that the fourth question (related to anthropology) involves three other questions. However, he does not offer up his own definition of human existence anywhere in his works. He regarded humans as being rational, and he did not think that humans had any special cognitive ability to intuit into humanity itself. In the end, Kant leaves the human being as a sort of unknown entity. On the other hand, The concept of humanity in Daesoon Thought (Perennial Philosophy) can provide a straightforward answer to Kant's question. This possible is because human beings in Daesoon Thought are not seen as different from the Dao (道) or deities (神), which can be called the essence of ultimate reality. From the perspective of Daesoon Thought, humans have divine cognitive abilities. In Perennial Philosophy, this could be the best way to simultaneously lead the object of mind and cognition to the divine Ground. Humans have special cognitive or perceptual abilities. The ultimate identity of every person is God. The realization of the divine being by finding one's true nature as a human being (the self) and the essence of the enlightenment of those who have shown this special intellectual intuition through training are both outcomes found at the core of perennial philosophy. These can be expressed clearly and obviously through the essence of Daesoon Thought.

• Journal of the Daesoon Academy of Sciences
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• v.32
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• pp.137-173
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• 2019

Modern scientists are trying to find the basic unit of order, fractal geometry, in the complex systems of the universe. Fractal is a term often used in mathematics or physics, it is appropriate as a principle to explain why some models of ultimate reality are represented as multifaceted. Fractals are already widely used in the field of computer graphics and as a commercial principle in the world of science. In this paper, using observations from fractal geometry, I present the embodiment of ultimate reality as understood in Daesoon Thought. There are various models of ultimate reality such as Dao (道, the way), Sangje (上帝, supreme god), Sinmyeong (神明, Gods), Mugeuk (無極, limitlessness), Taegeuk (太極, the Great Ultimate), and Cheonji (天地, heaven and earth) all of which exist in Daesoon Thought, and these concepts are mutually interrelated. In other words, by revealing the fact that ultimate reality is embodied within fractal geometry, it can be shown that concordance and transformation of various models of ultimate reality are supported by modern science. But when the major religions of the world were divided along lines of personality (personal gods) and non-personality (impersonal deities), most religions came to assume that ultimate reality was either transcendental or personal, and they could not postulate a relationship between God and humanity as Yin Yang (陰陽) fractals (Holon). In addition, religions, which assume ultimate reality as an intrinsic and impersonal being, are somewhat different in terms of their degree of Holon realization - all parts and whole restitution. Daesoon Thought most directly states that gods (deities) and human beings are in a relationship of Yin Yang fractals. In essence, "deities are Yin, and humanity is Yang" and furthermore, "human beings are divine beings." Additionally, in the Daesoon Thought, these models of ultimate reality are presented through various concepts from various viewpoints, and they are revealed as mutually interrelated concepts. As such, point of view regarding the universe wherein Holarchy becomes a models in a key idea within perennial philosophy. According to a universalized view of religious phenomena, perennial philosophy was adopted by the world's great spiritual teachers, thinkers, philosophers, and scientists. From this viewpoint, when ultimate reality coincides, human beings and God are no longer different. In other words, the veracity of the theory of ultimate reality that has appeared in Daesoon Thought can find support in both modern science and perennial philosophy.