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Analyzing Korean Math Word Problem Data Classification Difficulty Level Using the KoEPT Model (KoEPT 기반 한국어 수학 문장제 문제 데이터 분류 난도 분석)

  • Rhim, Sangkyu;Ki, Kyung Seo;Kim, Bugeun;Gweon, Gahgene
    • KIPS Transactions on Software and Data Engineering
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    • v.11 no.8
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    • pp.315-324
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    • 2022
  • In this paper, we propose KoEPT, a Transformer-based generative model for automatic math word problems solving. A math word problem written in human language which describes everyday situations in a mathematical form. Math word problem solving requires an artificial intelligence model to understand the implied logic within the problem. Therefore, it is being studied variously across the world to improve the language understanding ability of artificial intelligence. In the case of the Korean language, studies so far have mainly attempted to solve problems by classifying them into templates, but there is a limitation in that these techniques are difficult to apply to datasets with high classification difficulty. To solve this problem, this paper used the KoEPT model which uses 'expression' tokens and pointer networks. To measure the performance of this model, the classification difficulty scores of IL, CC, and ALG514, which are existing Korean mathematical sentence problem datasets, were measured, and then the performance of KoEPT was evaluated using 5-fold cross-validation. For the Korean datasets used for evaluation, KoEPT obtained the state-of-the-art(SOTA) performance with 99.1% in CC, which is comparable to the existing SOTA performance, and 89.3% and 80.5% in IL and ALG514, respectively. In addition, as a result of evaluation, KoEPT showed a relatively improved performance for datasets with high classification difficulty. Through an ablation study, we uncovered that the use of the 'expression' tokens and pointer networks contributed to KoEPT's state of being less affected by classification difficulty while obtaining good performance.

Analysis of Forest Therapy Program Needs according to Emotional Characteristics of Subfertile Women (난임여성의 정서적 특성에 따른 산림치유 프로그램 요구 분석)

  • Bu, Seo-Yun;Shin, Chang-Seob
    • Korean Journal of Environment and Ecology
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    • v.34 no.1
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    • pp.72-84
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    • 2020
  • The purpose of this study is to provide a reference for the development of forest therapy programs for subfertile women. This exploratory study identifies the emotional characteristics of subfertile women and the demands for forest therapy according to the emotional characteristics and provides basic data for the development and operation of forest therapy programs. This study surveyed 200 subfertile women who visited a subfertility hospital in Seoul on 33 items of subfertile women's emotional characteristics and requirements of forest therapy programs. We conducted the frequency analysis, cross-analysis, and one-way ANOVA to determine the correlation and importance between the emotional characteristics of subfertile women and the demands for forest therapy programs using the SPSS 21.0 program. Emotional traits of subfertile women included pressure on pregnancy, anxiety/fear, depression, hopelessness, helplessness, loneliness, sadness, shame/guilt, impatience/frustration, and anger/hypersensitivity. Of these traits, pressure on pregnancy, depression, hopelessness, helplessness, loneliness, sadness, anger/hypersensitivity, and anxiety/fear were particularly high among subfertile women. The demands for forest therapy programs also differed according to the emotional characteristics of subfertile women. There was a significant difference in the operation mode of the subfertile couple's forest therapy program according to the pressure, shame, and guilt of pregnancy. There was a significant difference in the experience of participating in a program according to anxiety and fear and in the reason for not being able to participate in the forest therapy program according to depression, hopelessness, helplessness, loneliness, and sadness. There was a significant difference in couples participating the in the forest therapy program according to impatience and frustration. There was a significant difference in the experience of participating in the forest therapy program and the effect of self-help groups through the forest therapy program for subfertile women according to anger and hypersensitivity. We expect that the results of this study would be useful as the reference data for developing forest therapy programs for the improvement of the mental health of subfertile women.

ON THE CHARACTERISTICS OF EGGS AND LARVA OF MYLIO MACROCEPHALUS (BASILEWSKY) (감성돔 Mylio macrocehalus (Basilewsky)의 난 및 부화자어의 특성에 대하여)

  • Kim Yong Uk
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.3 no.4
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    • pp.233-250
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    • 1970
  • The present paper deals with the results of the observations on the characteristics of the eggs being ripen by injection of synahorin and the larvae of the black porgy. Mylio macrocehalus (Basilewsky). The adult fish used in the experiments, during May 11th to June 5th, 1970, were obtained from a fish-farm of the Atsumi Fish Culture Company in Aichi Prefecture, Japan, The results obtained are as follows: 1. The egg is colorless and buoyant, spherical in shape, measuring from $0.81\~0.96\;mm$ in dia-meter with a single oil globule, measuring $0.20\~0.23\;mm$. 2. Hatching took place within about 35 hours and 50 minutes after insemination of eggs at the water temperature $19.6\~22.5^{\circ}C$ (Mean, $20.6^{\circ}$). 3. The newly hatched larvae were 1.57 mm in total length, with the oil globule situated at the posterior part of the elongated oval-shaped yolk sac. Melanophores and xanthophores were distributed on the middle of the caudal region, and were scattered on the surface of the oil globule, but none on the yolk sac. 4. The diameter of the eggs ill each adult is distinguished into two types, large and small. The former is in the range of $0.811\~0.873\;mm$, the latter is $0.874\~0.963\;mm$. 3. The hatching rate of black porgy was in the range of $78.63\~95.19\%$ in large and $68.84\~74.80\%$ in small eggs. The mean hatching rate of total eggs was $79.80\%$. 6. The optimum temperature of hatching black porgy is in the range of $20\~26^{\circ}C$. The highest temperature limit of hatching the black porgy is from $26.71\~28.56^{\circ}C$. 7. The total length of hatched larvae is not maintained pararell to diameter of eggs and total length of the large larvae is from $1.976\~2.225mm$, and that of small larvae is $1.526\~1.90mm$. 8. The diameter of yolk sac of black porgy is in the range of $0.878\~0.979\;mm$ 9. The initial survived larva of the black porgy was $13.71\%$ in minimum, and $79\%$ in maximam. And the mean initial survived rate was $48.3\%$. 10. In conclusion, the biological characteristics of hatched larva of black porgy is seemed to be possible for large scale production of artificial seedlings. But experimental results make initial food the prime object believed to be supplemented.

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The Infertility Characteristics of Patients in the Obstetrics and Gynecology Specialized Hospital and Effect of Pregnancy on the Type of Assisted Reproductive Technology (산부인과 전문병원 내원환자의 난임 특성과 보조생식술 유형이 임신에 미치는 영향)

  • Kim, Yun-Jeong;Hwang, Byung-Deog
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.8
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    • pp.318-326
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    • 2016
  • This study was conducted to identify characteristics observed by staff during infertility treatment, and to analyze the relationship between the result of the treatment according to the ART infertility characteristics. In cooperation with an Obstetrics and Gynecology Hospital in Ulsan, data were collected from 344 people receiving infertility treatment from 2012-1013 and evaluated by cross-analysis, logistic regression analysis, and the ${\chi}^2$ test. Age 30 subjects (72.1%), no disease (70.9%), and no birth children (77.0%) were most common among patients. Causes of infertility factor is the higher the age, followed by uterine factors, ovarian factors were the lower the age.Were assisted reproduction are IUI (51.5%), IVF (23.0%), IUI + IVF (25.6%), assisted reproduction were age (p<.013) infertility period (p<.014), abortion Experience (p<.008) it was not statistically significant. ART pregnancies result was 34.9%, IUI was 49.2%, IVF was 50.8%. The average number of successful IVF treatment was 1.64, while it was 1.36 for IVF. IVF is 0.28 times lower than the IUI. Thus, low in order to increase the success rate of pregnancy according to the assisted reproduction age, nanim period is short, and if you do not have birth children choose artificial fertilization, and high age, IVF If there are nanim period is longer and birth child treatment and you must choose. This study analyzed all subjects who underwent fertility treatment to have research significance. However, it is difficult to generalize, locally called Sun City limits. If this one based on regional and national follow-up study of infertility therapist made it will help to prepare the way of effective treatment for infertility causes.

Studies on Photosynthetic and Respiratory Characteristics in Warm Season and Cool Season Turfgrasses (한지형(寒地型) 잔디와 난지형(暖地型) 잔디의 광합성(光合成) 및 호흡특성(呼吸特性))

  • Nan, Xuan Song;Kaneko, Seiji;Ishii, Ryuichi
    • Korean Journal of Weed Science
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    • v.15 no.2
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    • pp.166-174
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    • 1995
  • This experiment was conducted to investigate a cause of summer depression of cool season turfgrass, using nine cultivars in warm season and twenty-eight cool season turfgrasses. Even though an average of apparent photosynthesis(APS) per fresh weight was 13.09 mg $CO_2$/g/h in warm season turfgrass and 7.75 mg $CO_2$/g/h in cool season turfgrass, the Creeping bentgrass in cool season type was higher than Kikuyugrass and Bahiagrass in warm season type. The optimum temperature for the heighest APS was $30^{\circ}C$ in warm season type and $25^{\circ}C$ in cool season type. In $CO_2$ compensation point(CCP) as an index of dark respiration, it was higher in cool season turfgrass(75.6ppm) than warm season turfgrass(29.5ppm). In warm season type, even though the temperature increased from $25^{\circ}C$ to $40^{\circ}C$ the CCP was not increased. But the higher temperature rises the more increased CCP in cool season type. Dark respiration(DR) was higher in cool season type than warm season type under various temperature conditions, but the increasing ratio of DR with the temperature increment was not so much differed between two types.

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미분양으로 인한 건설사들의 경영난-빠른 대책없으면 심각한 내수 침체 가능성

  • Kim, Hyeon-A
    • 주택과사람들
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    • s.219
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    • pp.20-23
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    • 2008
  • 건설사들이 미분양과 원자재 가격 상승이라는 '이중고'에 시달리고 있다. 지방에서 시작된 미분양이 수도권까지 확산되면서 1995년의 역대 최대 미분양 사태와 비교되며 장기화될 조짐을 보이고 있다. 대외 경제 여건 악화와 원가 상승, 금리 인상까지 겹쳐 더욱더 어려워질 것으로 보이는 건설사들의 경영난을 들여다봤다.

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세계 속 건강마을을 찾아서 - 기묘한 암석의 도시 터키 카파도키아

  • Heo, Yong-Seon
    • 건강소식
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    • v.37 no.1
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    • pp.20-23
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    • 2013
  • 세계적으로 경치가 아름답고 신비스러운 곳으로 이름난 지대, 곳곳에 초대형 암석들이 기묘한 모양을 취하고 있어 보는 이로 하여금 호기심, 재미를 느끼게 하는 지대, 90세 이상의 노인들이 원기왕성하게 살아가는 장수지대로 이름난 터키 카파도키아. 이곳의 사람들이 잘 먹고 건강하게 사는 비결은 과연 무엇일까.

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Feel my body - 소화기 정기검진 나중으로 미뤄선 안 되는 이유

  • Im, Jong-Pil
    • 건강소식
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    • v.39 no.9
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    • pp.14-15
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    • 2015
  • 46세의 회사원 김씨는 구토 증상이 있어 도통 음식을 먹을 수가 없다며 내원하였다. 구토의 원인을 밝히기 위해 여러 가지 검사를 시행한 결과 위암 중에서도 분화가 되지 않는 미만형(Diffuse type) 위암으로 진단되었다. 김씨는 슬하에 13살 난 아들과 10살 난 딸을 둔 한 집안의 가장이었다. 그래서 더욱 안타까운 상황이었다.

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3.0시대 건강수명 120세를 위하여 2 - 늘어가는 난임 소중한 아이와 만나려면 어떻게 해야 할까?

  • Lee, Jin-Han
    • 건강소식
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    • v.38 no.10
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    • pp.10-13
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    • 2014
  • 10월 10일은 임산부의 날이다. 저출산이 심각한 사회문제로 대두되면서 출산을 장려하고 임신부를 배려하기 위하여 2005년 정부가 제정했다. 풍요와 수확을 상징하는 10월과 임신기간 10개월을 의미한다. 임산부의 날을 맞이해 임신이 되지 않아 고민이 많은 난임 부부들이 궁금해하는 사항을 알아봤다.

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Quantitative Variation and Species Composition of Ichthyoplankton in Coastal Waters of Uljin, Korea (울진 연안에 분포하는 부유성 난 및 자치어의 종조성 및 양적변동)

  • Han, Kyeong-Ho;Kim, Dong-Gi
    • Korean Journal of Ichthyology
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    • v.19 no.4
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    • pp.332-342
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    • 2007
  • Species composition and quantitative and body length composition of the ichthyoplankton were investigated by samples collected from the coastal waters of uljin in January, April, July and October, 2002. During the study, the collected fish eggs were identified as belonging to 7 taxa. The most of dominant species Engraulis japonicus, were accounted for 38.34% of the total fish eggs, followed by Sillago sihama (25.84%). The collected larvae and juveniles were identified into 25 taxa, 18 families, 7 orders. The domninant species Engraulis japonicus accounted for 90.46% of the total larvae and juveniles, followed by Sebastes schlegeli 2.04%. These 2 taxa constituted 92.50% of the total collected larvae and juveniles. The diversity index of species per months of the collected juveniles the coastal water of Uljin, 2002 was 0.0878~2.3855 and the evenness index was 0.0451~0.9300. in case of dominance index was 0.3000~0.9914 against the evenness index. The analyzed species diversity index by the each stations was 0.3035~0.7440 and the dominance index was 0.8919~0.9669 against the species diversity index. The similarity of community structure per season was very high because of the relative difference (0.010), which was the least in Summer and Fall. In addition, the community structure was very similar in state 1 and state 4 out of each stations because the relative difference was the least, 0.139.