• Title/Summary/Keyword: 이차분석

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Analyzing Topic Trends and the Relationship between Changes in Public Opinion and Stock Price based on Sentiment of Discourse in Different Industry Fields using Comments of Naver News (네이버 뉴스 댓글을 이용한 산업 분야별 담론의 감성에 기반한 주제 트렌드 및 여론의 변화와 주가 흐름의 연관성 분석)

  • Oh, Chanhee;Kim, Kyuli;Zhu, Yongjun
    • Journal of the Korean Society for information Management
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    • v.39 no.1
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    • pp.257-280
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    • 2022
  • In this study, we analyzed comments on news articles of representative companies of the three industries (i.e., semiconductor, secondary battery, and bio industries) that had been listed as national strategic technology projects of South Korea to identify public opinions towards them. In addition, we analyzed the relationship between changes in public opinion and stock price. 'Samsung Electronics' and 'SK Hynix' in the semiconductor industry, 'Samsung SDI' and 'LG Chem' in the secondary battery industry, and 'Samsung Biologics' and 'Celltrion' in the bio-industry were selected as the representative companies and 47,452 comments of news articles about the companies that had been published from January 1, 2020, to December 31, 2020, were collected from Naver News. The comments were grouped into positive, neutral, and negative emotions, and the dynamic topics of comments over time in each group were analyzed to identify the trends of public opinion in each industry. As a result, in the case of the semiconductor industry, investment, COVID-19 related issues, trust in large companies such as Samsung Electronics, and mention of the damage caused by changes in government policy were the topics. In the case of secondary battery industries, references to investment, battery, and corporate issues were the topics. In the case of bio-industries, references to investment, COVID-19 related issues, and corporate issues were the topics. Next, to understand whether the sentiment of the comments is related to the actual stock price, for each company, the changes in the stock price and the sentiment values of the comments were compared and analyzed using visual analytics. As a result, we found a clear relationship between the changes in the sentiment value of public opinion and the stock price through the similar patterns shown in the change graphs. This study analyzed comments on news articles that are highly related to stock price, identified changes in public opinion trends in the COVID-19 era, and provided objective feedback to government agencies' policymaking.

A Review of the Methodology for Sophisticated Data Classification (정교한 데이터 분류를 위한 방법론의 고찰)

  • Kim, Seung Jae;Kim, Sung Hwan
    • Journal of Integrative Natural Science
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    • v.14 no.1
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    • pp.27-34
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    • 2021
  • 전 세계적으로 인공지능(AI)을 구현하려는 움직임이 많아지고 있다. AI구현에서는 많은 양의 데이터, 목적에 맞는 데이터의 분류 등 데이터의 중요성을 뺄 수 없다. 이러한 데이터를 생성하고 가공하는 기술에는 사물인터넷(IOT)과 빅데이터(Big-data) 분석이 있으며 4차 산업을 이끌어 가는 원동력이라 할 수 있다. 또한 이러한 기술은 국가와 개인 차원에서 많이 활용되고 있으며, 특히나 특정분야에 집결되는 데이터를 기준으로 빅데이터 분석에 활용함으로써 새로운 모델을 발견하고, 그 모델로 새로운 값을 추론하고 예측함으로써 미래비전을 제시하려는 시도가 많아지고 있는 추세이다. 데이터 분석을 통한 결론은 데이터가 가지고 있는 정보의 정확성에 따라 많은 변화를 가져올 수 있으며, 그 변화에 따라 잘못된 결과를 발생시킬 수도 있다. 이렇듯 데이터의 분석은 데이터가 가지는 정보 또는 분석 목적에 맞는 데이터 분류가 매우 중요하다는 것을 알 수 있다. 또한 빅데이터 분석결과 통계량의 신뢰성과 정교함을 얻기 위해서는 각 변수의 의미와 변수들 간의 상관관계, 다중공선성 등을 고려하여 분석해야 한다. 즉, 빅데이터 분석에 앞서 분석목적에 맞도록 데이터의 분류가 잘 이루어지도록 해야 한다. 이에 본 고찰에서는 AI기술을 구현하는 머신러닝(machine learning, ML) 기법에 속하는 분류분석(classification analysis, CA) 중 의사결정트리(decision tree, DT)기법, 랜덤포레스트(random forest, RF)기법, 선형분류분석(linear discriminant analysis, LDA), 이차선형분류분석(quadratic discriminant analysis, QDA)을 이용하여 데이터를 분류한 후 데이터의 분류정도를 평가함으로써 데이터의 분류 분석률 향상을 위한 방안을 모색하려 한다.

Development and Verification of AMBIKIN2D, A Two Dimensional Kinetics Code for Fluid Fuel Reactors (유동핵연료원자로를 위한 이차원 동특성 코드 AMBIKIN2D 개발 및 검증)

  • Lee, Young-Joon;Oh, See-Kee
    • Journal of Energy Engineering
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    • v.17 no.1
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    • pp.23-30
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    • 2008
  • The neutron kinetic analysis methods for the molten-salt reactors are quite different from those for conventional solid-fuel reactors, which do not take into account the flowing-fuel-induced neutronics effects. Therefore, for dynamics and safety analyses of the molten-salt reactor systems, the conventional kinetics codes would not be appropriate to accurately predict its transient behaviors. A point-kinetics with flowing- fuel model has been used to assess the fluid-fuel reactor system safety, but recognized as not to be sufficient to simulate spatial distributions of delayed-neutron precursors and neutron populations during transients for given detail reactor models. In order to meet this requirement, AMBIKIND, a 2-group, 2-dimensional neutron kinetics code suitable for the molten-salt reactor systems was developed. This paper explains the code's theoretical and numerical descriptions and, as a part of its verification, includes some simulation results of MSRE stability experiments. Even though the present reactor model does not include the recirculation effect of the fuel-salt through the reactor system, the AMBIKIN2D code should be able to predict the power and phase shift at various power levels and reactivity insertions with better accuracy.

An Effect of Oral Media on the Reformation in the Sixteenth Century and its Application to the Present Christianity (구어적 매체가 16세기 종교개혁에 미친 영향과 현대 기독교의 적용)

  • Bong, Won Young
    • The Journal of the Korea Contents Association
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    • v.15 no.4
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    • pp.556-570
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    • 2015
  • The purpose of this study was to see the characteristics of oral media, which is orality and literacy combined, in order to analyze its effect on the age of Reformation and today, and to draw applicable points on the present Christian mission. The electronic age is an age of secondary orality, the orality of telephones, radio, and television, which depends on writing and print for its existence. Historically, it is a well-known fact that the shift from orality to literacy and on to electronic processing has engaged in social, economic, political, religious and other structures. With this perspective, the study was divided into two parts. In the first part, researchers dealt with the characteristics of primary oral culture, examined how it combined with media literacy and became oral media, and witnessed how reformers in the sixteenth century utilized it timely along with what the ending result was. In the second part, researcher observed the characteristics of electronic media based on literacy and orality, and presented several applicable points to the present state of the Christianity.

Risk of Death and Occurrence of Secondary Disease of Cancer and Cardiovascular Disease Patient by Income Level in Korea (암, 심뇌혈관 질환자의 소득수준에 따른 사망 및 이차 질환 발생 위험)

  • Kang, Minjin;Son, Kangju
    • The Journal of the Korea Contents Association
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    • v.18 no.10
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    • pp.145-157
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    • 2018
  • In this study, we analyzed the effect of the income level of cancer, stroke, and myocardial infarction on mortality by using National Health Insurance Service(NHIS) Cohort 2.0 DB. Patients who newly developed the disease in 2007 were observed till 2015. The analysis used the Cox probability proportional risk model and the competing risk model. The income level used information at the time of the onset of the disease in 2007, categorized into low / mid / high. The results showed that there were differences in the risks of death and secondary disease in patients with cancer, stroke, or myocardial infarction according to the income level. In addition to the need for a social safety net to lower the incidence of early deaths in low-income families, it seems necessary to continue to strengthen universal protection for serious diseases similar to the current policy.

A Study on the Characteristics of Cell Reaction for the MCMB Carbon as Anode in Li-ion Batteries (리튬이온 전지용 카본(MCMB) 부극재료의 전지반응 특성)

  • 박영태;류호진;김정식
    • Journal of the Korean Ceramic Society
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    • v.36 no.2
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    • pp.172-177
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    • 1999
  • Graphite and carbonaceous materials showed an excellent capability as a negative electrode in Li-ion batteries because Li-ion can be intercalated and de-intercalated reversibly within most carbonaceous materials of layered structure. Also, the electrochemical potential of Li-intercalated carbon anode is almost identical with that of Li metal. In the present study, mesocarbon microbeads(MCMB) were used as anode electrode and its properties of charge/discharge and interfacial reaction with electrolyte were studied by Potentiostat/Galvanostat test, FT-IR analysis, XRD and SEM. The passivation film of solid-state was formed as the interface between electrode and electrolyte as the cell reaction began and, once formed, became thicker with repeated charge/discharge process. Also, the relationship between the passivation film formed at the electrode interface and storage capacity was discussed.

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A Converged Study on the Influence on the Quality of Life for Early and Late Middle-aged Men (전후기 중년 남성의 삶의 질 영향 요인에 대한 융합적 연구)

  • Kim, Hyang-Soo;Kim, Song-Soon;Park, Mi-Hyeon
    • Journal of the Korea Convergence Society
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    • v.9 no.6
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    • pp.133-145
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    • 2018
  • This is a descriptive study on what factors influence the quality of life of early and late middle-aged men. This research is the secondary analysis which was conducted with the data of 170 people and the primary data from 2017 by using SPSS/WIN program. The results show that the main factor is depression in early middle-aged men and social support for late middle-aged men, whose overall ability to explain was 77.8% and 64.7%, respectively. Therefore, this research suggests that multidisciplinary and converged approaches-developing nursing intervention programs based on the factors shown in this paper, creating social environment, strengthening social supportive system and making policies-be required for the enhancement of middle-aged men's quality of life.

An Analysis Technique for Interconnect Circuits with Multiple Driving Gates in Deep Submicron CMOS ASICs (Deep Submicron CMOS ASIC에서 다중 구동 게이트를 갖는 배선회로 해석 기법)

  • Cho, Kyeong-Soon;Byun, Young-Ki
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.36C no.12
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    • pp.59-68
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    • 1999
  • The timing characteristics of an ASIC are analyzed based on the propagation delays of each gate and interconnect wire. The gate delay can be modeled using the two-dimensional delay table whose index variables are the input transition time and the output load capacitance. The AWE technique can be adopted as an algorithm to compute the interconnect delay. Since these delays are affected by the interaction to the two-dimensional delay table and the AWE technique. A method to model this effect has been proposed through the effective capacitance and the gate driver model under the assumption of single driving gate. This paper presents a new technique to handle the multiple CMOS gates driving interconnect wire by extending previous approach. This technique has been implemented in C language and applied to several interconnect circuits driven by multiple CMOS gates. In most cases, we found a few tens of speed-up and only a few percents of errors in computing both of gate and interconnect delays, compared to SPICE.

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The Analysis of Related Variables on the Center of Gravity Deviation: Focus on the Musculoskeletal Pain (중력중심 이동과 관련 변인분석 -근골격계 통증을 중심으로-)

  • Ko, Tae-Sung;Joung, Ho-Bal
    • Physical Therapy Korea
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    • v.10 no.4
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    • pp.85-94
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    • 2003
  • 본 연구에서는 근골격계 통증이 자세유지와 균형능력에 핵심이 되는 중력중심 이동에 미치는 영향에 대해 알아봄으로서, 균형과 자세에 영향을 주는 다양한 요소들에 대한 새로운 접근을 시도해 보고자 한다. I-병원의 입원 및 외래 환자 중 신경계 손상이 없고 중력중심 이동에 직접적인 영향을 줄 수 있는 하지에 정형외과적 장애가 없으며, 전정계 손상이나 시력장애로 인한 균형에 문제가 없이 근골격계 질환으로 요통과 견통을 주소로 하는 71명의 환자(남자 38, 여자 33; 평균연령=44, 표준편차=13.8, 범위=19~79)와 신경계, 근골격계 및 평형감각에 문제가 없는 정상인 30명의 대조군(남자 16, 여자 14; 평균연령=39.2, 표준편차=13.7, 범위=21~72)을 대상으로 전산화된 힘판을 이용하여 중력중심 이동의 궤적을 표준편차값으로 측정하였다. 측정된 중력중심 이동값은 두 군간에 상이한 차이를 보이고 있음이 검증되었다(p<.01). 또 측정된 여러 변수들의 중력중심 이동에 대한 영향력을 알아보기 위해 나이, 체중 및 신장과 중력중심 이동과의 상관분석 결과 중력중심 이동의 15.8%를 체중의 변화에 의한 것으로 설명할 수 있다는 결과를 얻었으며, 그 외의 변수들과의 연관성에 대해선 유의미한 차이가 없었다(p<.01). 결과적으로 근골격계 통증은 올바른 자세유지와 균형유지를 위한 감각통합과 반응과정에 직접, 간접적으로 영향을 미치고 있다. 따라서 중력 중심 이동이 크면 클수록 중심을 잡기 위한 근육활동으로 추가적인 에너지가 사용되고, 편중된 중력중심 이동은 근골격계에 무리한 부담을 주어 통증을 증가시킬 수 있을 것이다. 또 통증으로 인한 중력중심 이동은 이를 보상하기 위해 신체 먼 곳에서의 이차적인 변형을 초래하여 각종 근골격계 증상의 원인이 될 수 있으므로 근골격계에 대한 적절한 치료는 통증을 감소시켜 자세의 이차적인 변형을 막고 자세유지 시 작용하는 근육의 에너지 효율을 높일 수 있을 것으로 사료된다.

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Structure Relationships for Diseased and Health-related Quality of Life in the Elderly (노인들의 질환별 유병여부와 건강관련 삶의 질 구조모형 분석)

  • Lee, Dong-Ho;Bin, Sung-Oh
    • The Journal of the Korea Contents Association
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    • v.11 no.1
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    • pp.216-224
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    • 2011
  • This study conducted a secondary analysis by using original data of performed by Korea Institute for Health and Social Affairs to determine factors affecting health-related quality of life in the elderly. The results were as follows. For medical health condition, it became longer in endocrine diseases and cardiovascular diseases. In the case of functional health condition, subjects with musculoskeletal diseases showed higher functional health condition. Subjective health condition, while it became worse in digestive diseases and musculoskeletal diseases in the order, it recorded the best score when subjects did not have any musculoskeletal disease. Quality of life, while it became lower in endocrine diseases in the order, it was the highest when subjects did not have any musculoskeletal disease. Thus, increase of subjective health status for the elderly is important in the future.