• 한국정보시스템학회지:정보시스템연구
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• 제29권1호
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• pp.241-265
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• 2020

Purpose Various machine learning techniques are used to implement for predicting corporate credit. However, previous research doesn't utilize time series input features and has a limited prediction timing. Furthermore, in the case of corporate bond credit rating forecast, corporate sample is limited because only large companies are selected for corporate bond credit rating. To address limitations of prior research, this study attempts to implement a predictive model with more sample companies, which can adjust the forecasting point at the present time by using the credit score information and corporate information in time series. Design/methodology/approach To implement this forecasting model, this study uses the sample of 2,191 companies with KIS credit scores for 18 years from 2000 to 2017. For improving the performance of the predictive model, various financial and non-financial features are applied as input variables in a time series through a sliding window technique. In addition, this research also tests various machine learning techniques that were traditionally used to increase the validity of analysis results, and the deep learning technique that is being actively researched of late. Findings RNN-based stateful LSTM model shows good performance in credit rating prediction. By extending the forecasting time point, we find how the performance of the predictive model changes over time and evaluate the feature groups in the short and long terms. In comparison with other studies, the results of 5 classification prediction through label reclassification show good performance relatively. In addition, about 90% accuracy is found in the bad credit forecasts.

• 산업경영시스템학회지
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• 제21권48호
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• pp.133-144
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• 1998

International capital movement has made progress at global liberalization of finance and foreign exchange, international monetary norm changing into floating exchange rate system, easiness of collection of information and trade at improvement of information communication technology from early of 1970's. Results of empirical test for relation between foreign exchange rate or various determination factors of foreign exchange rate and interest rate are followed by next sentences. First, according to relation between foreign exchange rate and interest rate, correlation for each of variables after OECD entrance is increased. But, long-term & short-term interest rate is affected by Hanbo & Kia's bankruptcy, continuous large scale corporates bankruptcy and crisis of foreign exchange. Therefore, financial instability is occured. If portfolio investment fund has been inflow as it is mollified by continuous shortage of foreign exchange and fall of country's credit rating, it is expected to have positive effect for long-term & short-term interest rate from appreciation of won against dollar. Second, results from relation between determination factor of foreign exchange rate and interest rate are followed by next sentences. If surplus of current account and goods account is continued, yield of corporate bond is to be stable. But, margin of surplus is expected to diminish after second quarter 98, and difference between external and domestic interest (after adjusting foreign exchange rate) is to be diminished. And if net inflows of foreign investor's fund (stock and bond) is diminished, it is to have negative effect for yield of corporate bond. According to foreign investor's investment movement of previous years, hedge fund were stayed at least during two years in Mexico. It means that sudden capital outflow is not to be happened at Korea. But if external factors from depreciation of yen and China's renminbi are instable, interest rate is expected to increase from capital's outflows. Third, if it is to decrease instability of foreign exchange rate from increase in surplus of future current account, credit rating's upwardness, stability of yen and renminbi, foreign exchange rate is expected to be stable. It is expected to have continuous stability from short-term interest rate to long-term interest rate in this empirical test.

• 대한안전경영과학회:학술대회논문집
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• 대한안전경영과학회 2002년도 추계학술대회
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• pp.305-319
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• 2002

International capital movement has made progress at global liberalization of finance and foreign exchange, international monetary norm changing into floating exchange rate system, easiness of collection of information and trade at improvement of information communication technology from early of 1970's. Results of empirical test for relation between foreign exchange rate or various determination factors of foreign exchange rate and interest rate are followed by next sentences. First, according to relation between foreign exchange rate and interest rate, correlation for each of variables after OECD entrance is increased. But, long-term ＆short-term interest rate is affected by Hanbo ＆ Kia's bankruptcy, continuous large scale coporates bankruptcy and crisis of foreign exchange. Therefore, financial instability is occured. If portfolio investment fund has been inflow as it is mollified by continuous shortage of foreign exchange and fall of country's credit rating, it is expected to have positive effect for long-term & short-term interest rate from appreciation of won against dollar. Second, results from relation between determination factor of foreign exchange rate and interest rate are followed by next sentences. If surplus of current account and goods account is continued, yield of corporate bond is to be stable. But, margin of surplus is expected to diminish after second quarter 98, and difference between external and domestic interest (after adjusting foreign exchange rate) is to be diminished. And if net inflows of foreign investor's fund (stock and bond) is diminished, it is to have negative effect for yield of corporate bond. According to foreign investor's investment movement of previous years, hedge md were stayed at least during two years in Mexico. It means that sudden capital outflow is not to be happened at Korea. But if external factors from depreciation of yen and China's renminbi are instable, interest rate is expected to increase from capital's outflows. Third, if it is to decrease instability of foreign exchange rate from increase in surplus of future current account, credit rating's upwardness, stability of yen and renminbi, foreign exchange rate is expected to be stable. It is expected to have continuous stability from short-term interest rate to long-term interest rate in this empirical test.

• 경영과정보연구
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• 제34권2호
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• pp.113-130
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• 2015

본 연구는 경영자의 이익조정 행위가 신용평가 기관의 신용등급 형성에 어떠한 영향을 미치는지에 대해 분석한다. 구체적으로 경영자의 이익조정을 발생액 기준 이익관리와 실물활동에 따른 이익관리로 구분하여 각각의 이익조정 형태가 신용등급에 미치는 영향을 분석하였다. 이를 위해 2002년부터 2010년까지 한국거래소에 상장되어 있는 2,150개/연 자료를 대상으로 분석하였다. 실증결과는 다음과 같다. 첫째, AM(발생액 기준 이익조정)과 RM(실물활동 기준 이익조정의 개별측정치의 합)은 신용등급과 유의한 음(-)의 관련이 있는 것으로 나타났다. 이러한 결과는 신용평가기관이 발생액을 통한 이익조정 및 실물활동에 기인한 이익조정을 간파하고 신용평가등급결정 시 이에 대한 충분한 고려가 이루어지고 있음을 시사한다. 또한 실물활동을 통한 이익조정의 개별적 측정치에 대해서 비정상 영업현금흐름(R_CFO)과 비정상 제조원가(R_PROD)가 신용등급에 미치는 영향은 유의하지 않거나 통계적으로 매우 약한 수준에서 유의적인데 반해, 비정상 재량적 지출(R_DISX)의 경우 모든 모형에서 1% 유의수준에서 음(-)의 관련성을 나타냈다. 본 연구는 신용등급이 경영자의 기회주의적 이익관리행위를 통제하여 자본시장에 존재하는 정보불균형을 감소시키고 정보 중개인으로써의 역할을 충실히 수행하고 있는지를 분석함으로써 자본시장의 효율성 제고에 대한 시사점을 제공할 것이다.

• 한국디지털건축인테리어학회논문집
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• 제12권3호
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• pp.59-66
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• 2012

Autoclaved Lightweight Concrete(ALC) features such as a high performance insulation, the fire resistance, the advantage of easy handing construction, and lightweight panels applied the curtain wall system. ALC materials are certified as non-toxic environmental and eco-friendly productions. But ALC external panels mixed with blast furnace slag pounder and silica fume have to be coated with a stucco compound or plaster because of resisting the ambient environment. This study is that mixing tests to evaluate a performance analysis of exterior paints to be make-up pigments(organic or inorganic) coated with panel surface. Testing compared by KS F 2476; flow test, KS F 2426; compression strength test, KS F 2762; bond strength test. In results, the case of the inorganic binder, ratio of alumina cement : anhydrite is 90:10 to 80:20 at the highest level of intensity. In the case of the organic binder, adhesive strength rating at surface of ALC, the pullout strength is below 0.5 $N/mm^2$ but the normal concrete is over 2.0$N/mm^2$. A contents ratio of EVA resin is more than 3% and then bond strength is effectively.

• 디지털융복합연구
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• 제16권12호
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• pp.175-183
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• 2018

본 논문의 연구목적은 국내 회사채시장에서 시장전체의 체계적 위험 (systematic risk)과 각각의 고유위험(idiosyncratic risk)이 회사채 수익률에 미치는 영향을 분석하고자 한다. 2001년부터 2014년까지 채권시장의 자료를 분석하기 위해, 본 연구는 체계적 위험의 대용변수로 기존의 연구에서 사용된 회사채수익률 기간구조 요인(term factor)과 지급불능 요인(default factor) 등을 사용하고, 고유위험의 대용변수로 듀레이션(duration)과 신용평가등급 요인을 선정하였다. 이러한 요인들이 채권의 수익률에 미치는 영향력을 횡단면 회귀분석을 통해 분석한 결과, 체계적 위험과 관련된 요인들은 통계적 설명력이 있는 것으로 나타났다. 반면에 회사채 고유위험과 관련된 요인들은 기존의 국내 연구와 달리 회사채 수익률을 통계적으로 설명하지 못하는 것으로 나타났다. 이러한 결과는 본 연구의 분석기간이 기존 연구의 7년 자료보다 긴 14년간의 자료를 사용하고 최근의 기간까지 확장했다는 점 때문에, 오히려 미국의 연구결과와 유사한 것으로 나타났다. 이는 우리나라 채권시장이 IMF사태 이후 국제화가 확대되어 선진국과 동조현상을 보이는 것으로 해석된다. 따라서 본 연구는 국내 채권투자시장에서도 선진국의 경우와 마찬가지로 개별 채권의 특성보다는 채권시장 전체의 위험에 보다 더 집중해서 투자할 필요가 있다는 점을 제시하고 있다.

• 산업경영시스템학회지
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• 제22권50호
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• pp.105-125
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• 1999

The results of analysis on foreign exchange market, stock and financial market after January of 1997 are that foreign exchange market will be affected by stock and financial market volatility about 1999. This means that stock and financial market are more stable than foreign exchange market. This also is supported by ‘financial market forecast of 1999 in Daewoo Economic Research Institute’. After won/dollar (end of period) will be increasing in 1,430 at second quarter of 1999, this is to downward 1,200 fourth quarter of 1999. This is somewhat based on government's higher exchange rate policy. But, after yield of corporate bond is to 11.0% at first quarter of 1999, this will be stable to 10.2% at fourth quarter. During the first quarter of 1999, yield of corporate bond is to somewhat increasing through sovereign debt and public bonds, technical adjustment of interest rate. After this, yield of corporate bond will be stable according to stability of price, magnification of money supply, restucturing of firms. So, stock market is favorably affected by stability of financial market. But, the pension and fund of USA, i.e., long-term portfolio investment fund, are injected through international firm's management. It is included by openness of audit, fair market about foreign investors. Finally, Moody's strong rating on the won-denominated bonds suggest that Korea's sovereign debt ratings could be restored to an investment grade in the near future. It sequentially includes inflow of foreign portfolio investment fund, fall of won/dollar foreign exchange rate (appreciation of won) and stability of yield of corporate bond.

• 대한안전경영과학회:학술대회논문집
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• 대한안전경영과학회 2005년도 추계학술대회
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• pp.569-579
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• 2005

International capital movement has made progress at global liberalization of finance and foreign exchange, international monetary norm changing into floating exchange rate system, easiness of collection of information and trade at improvement of information communication technology from early of 1970's. Results of empirical test for relation between foreign exchange rate or various determination factors of foreign exchange rate and interest rate are followed by next sentences. First, according to relation between foreign exchange rate and interest rate, correlation for each of variables after OECD entrance is increased. 'But, long-term & short-term interest rate is affected by Hanbo & Kia's bankruptcy, continuous large scale coporates bankruptcy and crisis of foreign exchange. Therefore, financial instability is occured. If portfolio investment fund has been inflow as it is mollified by continuous shortage of foreign exchange and fall of country's credit rating, it is expected to have positive effect for long-term & short-term interest rate from appreciation of won against dollar. Second, results from relation between determination factor of foreign exchange rate and interest rate are followed by next sentences. If surplus of current account and goods account is continued, yield of corporate bond is to be stable. But, margin of surplus is expected to diminish after second quarter 98, and difference between external and domestic interest (after adjusting foreign exchange rate) is to be diminished. And if net inflows of foreign investor's fund (stock and bond) is diminished, it is to have negative effect for yield of corporate bond. According to foreign investor's investment movement of previous years, hedge fund were stayed at least during two years in Mexico. It means that sudden capital outflow is not to be happened at Korea.

• 재무관리연구
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• 제21권2호
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• pp.99-123
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• 2004

본 연구는 국내 상장기업 중에서 2000년에서 2002년도까지 사모사채를 발행한 124건의 발행 정보와 공모사채 발행을 실시한 203건의 발행정보를 표본으로 기업의 사모사채 발행에 영향을 미치는 결정요인들을 분석하였다. 회사채 조달원천의 선택에 영향을 미치는 요인으로 정보비대칭, 재무위험, 대리인비용, 독점적 정보, 신용등급 등 5개 변수를 도입하였다. 기업에 대한 정보비대칭의 정도는 사모사채 발행의 선택에 유의적인 영향을 미치는 것으로 나타났다. 이는 정보비대칭에 따른 역선택을 회피하기 위한 수단으로 사모를 선택하는 것으로 보인다. 또한, 기업의 재무위험의 정도가 클수록 공모사채 발행보다는 사모사채 발행이 이루어지는 경향이 높은 것으로 나타났는데, 이러한 결과는 사모계약이 가지는 재무적 재조정의 수월성과 관련이 있는 것으로 보인다. 대리인비용의 경우에는 대용변수의 선택에 따라 상이한 결과를 보이고 있다. 먼저, 주가수익률이 높은 기업일수록 사모발행을 통해 자본을 조달하는 경향이 높은 것으로 나타났다. 즉 사모발행은 부채의 대리인비용을 감소시키기 위한 수단이 될 수 있다고 추정된다. Tobin의 Q 경우는 기업의 공모사채와 사모사채 선택 의사결정에 유의적인 영향을 주지 않는 것으로 나타났는데, Tobin Q값이 높은 기업들은 강탈문제(hold-up problem)를 회피하기 위해 공모시장에 접근하는 경향이 있는 것으로 추정된다. 한편, 독점적 정보와 관련하여 기업은 내부의 정보보호를 위해서 사모사채 발행에 대한 동인을 가지는 것으로 보인다. 신용등급이 투기등급에 해당하는 기업들의 사모발행 경향이 높은 것으로 판단되었다. 본 연구의 결과들은 정보비대칭의 문제점이 있는 기업이거나 또는 대리인문제를 해결하기 위한 수단으로서 사모사채 발행은 기업의 우선적 자금조달방법이 될 수 있다는 것을 시사하고 있다고 할 수 있다.

• Restorative Dentistry and Endodontics
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• 제27권5호
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• pp.502-514
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• 2002

The aim of this study was to evaluate the marginal adaptation of direct class II sandwich restoration with packable composites(P-60), resin modified glass ionomer cement(Fuji-II LC), flowable compomer(Dyract Flow), flowable composites(Filtek Flow) in comparison with total bond restorations. In addition, for sandwich restorations, influence of different sandwich techniques was also evaluated. Large butt-joint box typed class II cavites with cervical margins 1mm below the cemento-enamel junction were cut into 70 extracted human molars. The cavities(7 groups, n=10) were filled using a closed/open sandwich restoration or total bond restoration technique with materials according to the manufacturer's recommandation using the single-component bonding agent for each system. Teeth were thermocycled 500 times between 5$^{\circ}C$ and 55$^{\circ}C$ with 30-second dwell time. The teeth were then coated with nail polish 1mm short of the restoration, placed in a 2% methylene blue for 24 hours, and sectioned with diamond wheel. Sections were examined with a stereoscope to determine the extent of microleakage. Dentine /Cementum margins were analyzed for microleakage on scale of 0(no leakage) to 4(entire axial wall) and interface between materials, on scale of 0(no leakage) to 3(axial wall). Results were evaluated with Kruskal Wallis Test, corrected for ties, to determine whether there were statistically significant differences among the seven groups. Pairs of groups were analyzed using the Student-Newman-Keuls Method and Dunn s Method. The results were as follows : 1. All groups showed some micoleakage in cervical portion. But there were no microleakage in interface between materials. 2. Closed sandwich restorations with Fuji-II LC and Filtek Flow had significantly lower leakage rating than total restorations with only P-60. However, open sandwich restorations with Dyract Flow showed significantly higher (P<0.05) 3. Closed sandwich restorations had significantly lower leakage rating than total restorations. However open sandwich restoration s showed significantly higher (P<0.05). 4. Sandwich restorations with Fuji-II LC were iou$.$or leakage than only P-60. Filtek Flow, Dyract Flow. But there were no statistically differences among the materials. From the results above, it could be concluded, closed sandwich restorations was effective in reducing microleakage of class II restorations. The best results showing the least microleakage were for the closed sandwich technique with Fuji-II LC and Filtek Flow.