• Journal of the Korean Society for Industrial and Applied Mathematics
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• v.24 no.4
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• pp.331-350
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• 2020

Exploding gradient is a widely known problem in training recurrent neural networks. The explosion problem has often been coped with cutting off the gradient norm by some fixed value. However, this strategy, commonly referred to norm clipping, is an ad hoc approach to attenuate the explosion. In this research, we opt to view the problem from a different perspective, the discrete-time optimal control with infinite horizon for a better understanding of the problem. Through this perspective, we fathom the region at which gradient explosion occurs. Based on the analysis, we introduce a gradient-explosion-free algorithm that keeps the training process away from the region. Numerical tests show that this algorithm is at least three times faster than the clipping strategy.

• International Journal of Internet, Broadcasting and Communication
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• v.14 no.4
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• pp.11-19
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• 2022

Data mining has broad applications that reach beyond scholarly and scientific research and provide internet search engine services that are commonly used forms of Text and Data Mining('TDM') of websites. The exceptions and limitations for data mining provide a competitive advantage in the global race for policy innovation because it permits researchers to conduct computational analysis - TDM on any materials to which they have access. For this purpose, Japan and the EU added limitations on copyright to legalize some TDM research through amendments to copyright law, and the U.S. copyright law has allowed data mining by the fair use provision. On the other hand, there are no explicit exceptions and limitations for data mining under the Korean Copyright Act, and there are no cases considering data mining fair use. We review comparatively exceptions and limitations on copyright which will help to encourage AI-related business by using more data smoothly through the mining process and extracting more valuable information.

• Annual Conference of KIPS
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• 2023.11a
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• pp.628-631
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• 2023

We present a new approach to evaluate the generated texts by Large Language Models (LLMs) for meme classification. Analyzing an image with embedded texts, i.e. meme, is challenging, even for existing state-of-the-art computer vision models. By leveraging large image-to-text models, we can extract image descriptions that can be used in other tasks, such as classification. In our methodology, we first generate image captions using BLIP-2 models. Using these captions, we use GPT-4 to evaluate the relationship between the caption and the meme text. The results show that OPT_6.7B provides a better rating than other LLMs, suggesting that the proposed method has a potential for meme classification.

• The Korean Journal of Medicine
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• v.99 no.4
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• pp.165-168
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• 2024

Initiating dialysis at an advanced age is both a clinical challenge and an ethical dilemma, because the benefits in older adults with advanced chronic kidney disease may be offset by high rates of dialysis-related morbidity. Geriatric conditions, such as aging, frailty, functional impairment, and cognitive impairment, significantly influence the prognosis of elderly patients. Therefore, it becomes important to provide patients and families with prognostic information regarding timing of initiation, which is further complicated by the competing mortality risk. Shared decision-making by clinicians and patients can yield better clinical outcomes and quality of life. Through this approach, patients can opt for the most appropriate treatment based on their personal values, which often entails conservative management.

• Journal of Korean Public Health Nursing
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• v.15 no.2
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• pp.398-411
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• 2001

The separation system of pharmacy and clinic has begun on the purpose of preventing drug misuse and abuse since July 1st of 2000. The system revealed some conflicts between doctors. pharmacists and consumers. Consequently pharmaceutical law and related policies undergone some change. Now in an early period of the implementation of the system, the necessity to examine relevance of those policies and law enforcement to medical doctors' prescriptions pattern evolves. This study tries to verify the pattern through a field study. For the purpose, 930 prescriptions collected in May of 2001, from a pharmacy located in Gangnam-gu in Seoul, were analysed. The prescriptions were issued from several clinics: 459 prescriptions from otorhinolaryngological clinic(ENT), 177 from internal medicine clinic(IM), 130 from ophthalmic clinic(Opt), 52 from obstetric and gynecologic clinic(OB & GY), and 112 from miscellaneous clinics. ENT, IM, Opt. OB & GY are situated in a clinic building of 40m distance. The general findings are following: 1) $88.8\%$ of the total patients came from 5clinics in nearby single clinic building. 2) Average prescribing days were 6.2 days and the average number of used drugs were 4.0 drugs, i.e. 2-4 times of WHO criteria 1-2 drugs. 3) Use of antibiotics in the oral administration drugs rated $71.8\%(WHO: \;22.7\%)$ 4) Use of injection rated $31.3\%(WHO:\;17.2\%)$ 5) $96.2\%$ of the patients use multiple antibiotics in the injection and oral administration together. 6) The patients had multiple disease : ENT patients 1.7 disease and 1M patients has 2.7 disease in average and several regular prescribing types evolved particularly in the ENT prescription. With this result we found that drugs. especially antibiotics are still abused a lot, and there were significant differences in the number of used drugs and prescrbing days between the clinics. It implies somes differences of the preparation work and time for pharmacists. And preparation can be done in advance by pharmacists' own efforts through noticing regular prescribing types. The study suggests the followings: 1) Patient counseling should be done to minimize the incidence of adverse events. 2) The enforcement of the standardized differential preparation price system should be reconsidered. 3) Preparation of typical regularly appeared prescription in advance. which is regarded as 'a prearranged work between doctors and pharmacists' and has been prohibited should be reconsidered. 4) Drug utilization review program should be established to prevent drugs abuse. especially antibiotics abuse.

• Proceedings of the Korean Society of Precision Engineering Conference
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• 2003.06a
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• pp.890-894
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• 2003

This paper discuss basic functional construction and plant layout of a ELV dismantling system that can maximize the reusability of tarts and the recoverability of materials by dismantling ELV rationally and efficiently. "Island" type was selected for the system configuration considering processing amount, economical efficiency, and effectiveness. The system is supported by the information system, and composed of dismantling stations and handling equipments. The layout of the stations was determined after simulation and optimization using commercial software package, Arena and OptQuest. The objective of the optimization was maximum profit while the system capacity is considered as constraint. The environmental load of ELV can be minimized when the composition and function of each station are embodied in detail and the system is interfaced with shredding operation.

• KSII Transactions on Internet and Information Systems (TIIS)
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• v.8 no.6
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• pp.2087-2103
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• 2014

What is an ideal authentication method for smartphone banking services? And what are the critical elements to be considered when designing it? To provide valuable insight for these questions, this study investigates various authentication requirements to be considered in smartphone banking service with the aspect of security, convenience and cost. By applying Analytic Network Process (ANP), this study first analyzes priorities among the requirements and then draws an ideal authentication method for smartphone banking service. Moreover, a sensitivity analysis has been conducted by varying the relative importance of several requirements. The results from the judgment of 72 experts revealed that, although Korean government has obliged the use of Public Key certificate, OPT and biometric alternatives may prove to be more appropriate for the smartphone banking service. These results will contribute to the provision of more secured and convenient smartphone banking services.

• IE interfaces
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• v.20 no.1
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• pp.58-68
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• 2007

This research deals with a vehicle scheduling problem for the sludge collection strategies which might be solved via quantitative analysis and cost evaluations schemes. This problem can be modeled as a kind of capacitated vehicle routing pick-up problems. With the aim of establishing operation schedule of vehicles and analyzing the total cost under considering various assumptions and realistic restrictions of the sludge collection problem, we propose a heuristic method based on the genetic algorithm in conjunction with the sweep algorithm and the 4-opt algorithm. Finally, we present the cost effective operation schedule that can be used as the managing tool for the sludge treatment plant of the multi-purpose dam.

• Journal of the Korean Institute of Electrical and Electronic Material Engineers
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• v.13 no.10
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• pp.817-821
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• 2000

In this work, we have investigated the dependence of annealing temperature(T$\_$a/) on optical and electrical properties of amorphous hydrogenated SiC(a-SiC:H) films. The a-SiC:H films were deposited on corning glass and p-type Si(100) wafer by PECVD (plasma enhanced vapor deposition) using SiH$_4$+CH$_4$+N$_2$ gas mixture. The experimental results have shown that the optical energy band gap(E$\_$opt/)of the thin films annealed at high temperatures have shown that the graphitization of carbon clusters and micro-crystalline silicon occurs. The current-voltage characteristics have shown good electrical properties at the annealed films.

• Electrical & Electronic Materials
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• v.10 no.1
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• pp.20-25
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• 1997

In this study, piezoelectric actuator samples were fabricated using 0.375PMN-0.37OPT-0.255PZ system ceramics with Barium substitution and the strain properties of them were investigated. Dielectric constant of the specimens increased with the increase of Ba content up to 5mol% and decreased with futher addition of Ba. The largest piezoelectric coefficient and electromechanical coupling coefficient were observed at the sintering temperature of 1250'C and Barium content of 5mol%. The characteristics of strain hysteresis was found largely with varing the sintering temperature on the single round type, and the strain is proportional to piezoelectric coefficient.