• 제목/요약/키워드: Size trend

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RNN모델에서 하이퍼파라미터 변화에 따른 정확도와 손실 성능 분석 (Analysis of Accuracy and Loss Performance According to Hyperparameter in RNN Model)

  • 김준용;박구락
    • 융합정보논문지
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    • 제11권7호
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    • pp.31-38
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    • 2021
  • 본 논문은 감성 분석에 사용되는 RNN 모델의 최적화를 얻기 위한 성능분석을 위하여 하이퍼파라미터 튜닝에 따른 손실과 정확도의 추이를 관찰하여 모델과의 상관관계를 연구하였다. 연구 방법으로는 시퀀셜데이터를 처리하는데 가장 최적화된 LSTM과 Embedding layer로 히든레이어를 구성한 후, LSTM의 Unit과 Batch Size, Embedding Size를 튜닝하여 각각의 모델에 대한 손실과 정확도를 측정하였다. 측정 결과, 손실은 41.9%, 정확도는 11.4%의 차이를 나타내었고, 최적화 모델의 변화추이는 지속적으로 안정적인 그래프를 보여 하이퍼파라미터의 튜닝이 모델에 지대한 영향을 미침을 확인하였다. 또한 3가지 하이퍼파라미터 중 Embedding Size의 결정이 모델에 가장 큰 영향을 미침을 확인하였다. 향후 이 연구를 지속적으로 이어나가 모델이 최적의 하이퍼파라미터를 직접 찾아낼 수 있는 알고리즘에 대한 연구를 지속적으로 이어나갈 것이다.

서울지역 일부 대학생의 식습관, 섭식장애 발생경향, 체중조절행태 및 비만도 (Eating Habits, Trend of disordered Eating, Weight Reduction Practice and Body Size Evaluation of College Students in Seoul)

  • 송경애;박재순
    • 여성건강간호학회지
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    • 제9권4호
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    • pp.457-466
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    • 2003
  • Purpose: To provide the epidemiological information for developing preventive programs encourage appropriate eating and weight control behaviors. Method: 349 college students in Seoul were administered self-report question- naires to examine eating habits, trend of disordered eating, weight reduction practice and body size evaluation from September to October 2002. Data were analyzed by SAS program for frequency, t-test, ANOVA with Scheff test. Result: The mean eating score was moderate and it differed by subjects' characteristics. The mean score of EAT-26 was relatively lowered, and 3.4% of the subjects score showed disordered eating behavior. It differed significantly by subjects' general characteristics. 30.4% of total sample were currently trying to lose weight and had interested in trying to lose weight. EAT-26 was significantly different by weight reduction practices and interest. Perceived body size differed by the score of eating habit and EAT-26. Conclusion: It can be suggested weight preoccupation have a relation to eating habits, weight control practice and disordered eating. Further study is recommended educational interventions targeting at-risk subjects.

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Tunneling the size of iron oxide NPs using different alcohols and proportions water-alcohol

  • Rivera, F.L.;Sanchez-Marcos, J.;Menendez, N.;Herrasti, P.;Mazario, E.
    • Advances in nano research
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    • 제8권2호
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    • pp.95-102
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    • 2020
  • In this work the properties of iron oxide magnetic nanoparticles (MNPs) synthesized by electrochemical method using different water-alcohol proportions and alcohols have been investigated. The syntheses were carried out using 99% iron foils acting electrodes in a 0.04 M NaCl solutions at room temperature applying 22 mAcm-2 on the working electrode, mostly obtaining magnetite nanoparticles. The impact of the electrolyte in the size of the synthesized MNPs has been evaluated by transmission electron microscopy (TEM), X-ray diffraction (XRD), chronopotentiometric studies, and magnetic characterization. The results have shown that nanoparticles can be obtained in the range of 6 to 26 nm depending on the type of alcohol and the proportions in the mixture of water-alcohol. The same trend has been observed for all alcohols. As the proportion of these in the medium increases, the nanoparticles obtained are smaller in size. This trend is maintained until a certain proportion of alcohol: 50% for methanol, and 60% for the rest of alcohols, proportions where obtaining a single phase of magnetite is not favored.

유아교육기관의 학급규모 고찰을 통한 정책적 함의 (Policy Implications by Studying the Class Size of Early Childhood Education Institutes)

  • 안혜정;유한나
    • 한국보육지원학회지
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    • 제13권1호
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    • pp.19-41
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    • 2017
  • Objective: This study aimed to provide policy implications by studying the class size of early childhood education institutes. Methods: By looking through researches, the educational influence of class size was examined. By using the latest statistical data, class size standard and status were compared. After class size perception in the field was considered and the main results of advanced researches were summarized and analyzed, the actual condition of class size was diagnosed. Furthermore, the national research trend was analyzed. Results: First, class size was an influencing factor on young children and teachers and its importance was reconfirmed. Second, as for standard in relation to class size in Korea, the maximum class size and teacher-child ratio were not presented together. In respect of overseas standards, infancy has similar standards, but early childhood has a little higher ratio. In the educational fields, there was growing awareness that class size should be modified. Third, there were not enough domestic researches on class size and they tended to be biased in terms of the method, targets, and contents. Conclusion/Implications: It is suggested that it is necessary to establish a class size policy for future early childhood education institutes, to implement a system, and to perform follow-up studies.

Effects of Particle Size and Gelatinization of Job's Tears Powder on the Instant Properties

  • Han, Sung-Hee;Park, Soo-Jea;Lee, Seog-Won;Rhee, Chul
    • Preventive Nutrition and Food Science
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    • 제15권1호
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    • pp.67-73
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    • 2010
  • The effects of particle sizes (small, medium and large sizes) and gelatinization treatment on the changes of the instant properties of Job's tears powder were investigated. The degree of gelatinization on the different particle size samples of Job's tears powder was the highest in the small particle size, and it also showed an increasing trend regardless of pregelatinizing whether it is or not as the particle size decreased from large particle size to small particle size. The water solubility index of the pregelatinized samples was high compared to that of ungelatinized samples regardless of particle size and temperatures. The water absorption and swelling power increased as particle size and temperature were increased. The dispersibility and sinkability of ungelatinized sample was increased as particle size and temperature were increased and it also showed lower value regardless of particle size and temperature. However, the dispersibility and sinkability of pregelatinized samples were shown to have the opposite result, such that the smallest particle size of pregelatinized sample had the lowest sinkability (11.3%). The turbidity of the pregelatinized small particle size was the highest by a factor of 1.08.

모의실험을 이용한 경향성 분석기법의 검정력 평가 (Power Test of Trend Analysis using Simulation Experiment)

  • 류용준;신홍준;김수영;허준행
    • 한국수자원학회논문집
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    • 제46권3호
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    • pp.219-227
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    • 2013
  • 수문시계열 자료에 변동성, 도약성, 경향성, 주기성 등이 있으면 이러한 자료는 일반적으로 비정상성을 가지며, 특히 경향성 판단을 통한 다양한 방법들이 제시되어 왔다. 그러나 다양한 방법 간의 검정능력에 대한 평가는 많이 이루어지지 않았으며, 그로인해 동일 자료에 대한 다른 방법의 적용으로 반대의 결과가 나오는 경우도 발생하게 된다. 따라서 본 연구에서는 통계적 특성에 따른 경향성 분석의 변화를 파악하고, 경향성 분석방법 간의 검정능력을 파악해 보았다. 이를 위해 경향성 분석기법인 Mann-Kendall 검정, Hotelling-Pabst 검정, t 검정, Sen 검정을 적용하였으며 기울기, 표본크기, 표준편차에 따라 다양한 모의실험을 수행하였다. 그 결과 t 검정이 다른 검정에 비해 상대적으로 높은 검정력을 보였고, Mann-Kendall 검정, Hotelling-Pabst 검정, Sen 검정은 비슷한 결과를 보였다.

스프링그물통발의 입구 크기에 따른 붕장어 어획성능과 혼획 (Fishing capacity and bycatch on spring net pot for conger eel by entrance size)

  • 송대호;조삼광;차봉진
    • 수산해양기술연구
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    • 제52권1호
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    • pp.9-16
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    • 2016
  • This study was conducted to analyze fishing capacity and bycatch by mesh size and entrance size of spring net pot conducted by water tank and field experiment. The water tank experiments were conducted by using traps with mesh size of 22 mm and entrance size of 120 mm and 140 mm, respectively in the water tank of NIFS. The field experiment was conducted using 5 kinds of spring net pot with mesh sizes of 20 mm, 22 mm, 35 mm and entrance size of 120 mm, 130 mm, 140 mm, 360 mm by coastal trap fishery vessel operating around the area of Geoje island. In the result of water tank experiments, the catch of conger eel was 1.5 times higher when using trap with entrance size of 140 mm than that of 120 mm. In the field experiment, when using same mesh size, the larger the entrance size, the higher amount of conger eel catch, bycatch and number of bycatch species. When using the same entrance size, the larger the mesh size, the lower amount of conger eel catch and number of bycatch species, whereas the amount of bycatch showed increasing trend.

거주평형에 따른 소비자 홈 패션 구매 행동 및 선호도 연구 (A Study on Consumers Home Fashion Buying Behavior and Preferences Based on Housing Size)

  • 김칠순;박수연
    • 복식문화연구
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    • 제13권1호
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    • pp.34-46
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    • 2005
  • The purpose of this study was to research buying behavior and home fashion preferences based on housing size. The target consumers were Korean women, aged 20~40s who reside in the Seoul & Kyunggido areas. We distributed questionnaires to 650 women. However, only 600 questionnaires were used for the statistical analysis. Data analyses were conducted with SPSS program on the frequency, Chi-square test, cluster analysis, t-test and ANOVA. The results of this study are as follows: 1. The considering factors for purchasing such as brand, trends coordinating existing furnishings with new products and functionality were significantly associated with housing size. The buyers who reside in bigger size homes. over 40 pyung place higher value on brand name, trends. or coordinating existing furnishing with new products than residents in smaller units. However, women who live in smaller units place higher value on functionality when purchasing home fashion products. Considering factors such as brand, trend, and materials were also significantly associated with segmented age group; 40~49 age group considered brand, trend, and materials more than 20~29 age group. The group who are highly interested in home fashion considered design/color, rand, coordination, and functionality than the group who are low interested in home fashion. 2. Residents in over 40 pyung homes buy home fashion products at department stores, while residents in less than 39 pyung homes buy them at discounted store. 3. Respondents preferred solid colors more than patterns. However, they favored character pattern for textile bedding products for their children. 4. there is also a statistical difference in preferences for types of window treatments between large ad small housing sizes. Residents living in over 40 pyung preferred tie-back/cottage curtain, while residents living in less than 29 pyung preferred Roman shade style.

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제주지역에서 구경크기에 따른 식용 Canna의 생육특성 및 수량에 미치는 영향 (Effects of Bulb Size on Agronomic Characteristics and Yield of Food Canna in Jeju Island)

  • 조남기;송창길;조익환;강봉균;조영일;고미라;박성준
    • 한국초지조사료학회지
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    • 제24권2호
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    • pp.123-128
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    • 2004
  • 본 시험은 제주도 화산회토양에서 식용 Canna의 구경크기에 따른(10, 15, 20, 25cm) 생육특성 및 수량을 구명하기 위하여 2003년 5월 20일부터 11월 24일까지 시험하였다. 초장은 구경크기 l0cm 파종에서 78.8cm 이었던 것이, 구경크기가 커짐에 따라 점차적으로 커져서 구경 25cm 크기에서는 129.1cm 커졌다($y^*=2.71x+60.7667$). 구경크기에 따른 엽장, 엽폭, 엽수, 분지수, 경직경 및 구경수는 초장반응과 비슷한 경향이었다. 생초수량, 구경수량 및 총 생체수량(지상부중+구경중)은 구경 10cm 파종구에서 각각 14M7/ha, 15MT/ha, 29MT/ha이었으나, 구경크기가 커짐에 따라 점차적으로 증가되어, 구경 25cm 크기 파종구에서 생초수량은 31.2MT/ha, 구경수량은 35.6MT/ha, 총 생체수량은 66.8MT/ha로 증수되었다.

Pore Characterization in Cross Section of Yellow Poplar (Liriodendron tulipifera) Wood

  • Jang, Eun-Suk;Kang, Chun-Won;Jang, Sang-Sik
    • Journal of the Korean Wood Science and Technology
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    • 제47권1호
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    • pp.8-20
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    • 2019
  • This study was conducted to analyze the pore structure of Yellow poplar. Cross-sectional surfaces of heartwood and sapwood of Yellow poplar (Liriodendron tulipifera) were observed by SEM, and the true density of the heartwood, intermediate wood and sapwood were measured by gas pycnometery, while gas permeability and pore size of heartwood, intermediate wood and sapwood were measured by capillary flow porometery. The pores were classified as through pore, blind pore and closed pore. It was determined that the permeability was increased due to the content and size of through pore being increased although the total porosity of specimen showed slight difference from pith to bark. The content of through pore porosity was 33.754 % of heartwood and 47.810 % of sapwood, showed an increasing trend from pith to bark, however, those for the blind pore porosity and closed pore porosity were 27.890 % and 19.492 % for heartwood and 19.447 % and 4.660 % for sapwood, showed a decreasing trend from pith to bark. The max pore size of specimens was increased by about 5 times from $5.927{\mu}m$ to $31.334{\mu}m$, and mean flow pore size was increased by about 315 times from $0.397{\mu}m$ to $12.437{\mu}m$ from pith to bark.