• Title/Summary/Keyword: four classes

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Validation Technique for Class Name Postfixes Based on the Machine Learning of Class Properties (클래스 특성 기계학습에 기반한 클래스 이름의 접미사 검증 기법)

  • Lee, Hongseok;Lee, Junha;Lee, Illo;Park, Soojin;Park, Sooyong
    • KIPS Transactions on Software and Data Engineering
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    • v.4 no.6
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    • pp.247-252
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    • 2015
  • As software has gotten bigger in magnitude and the complexity of software has been increased, the maintenance has gained in-creasing attention for its significant impact on the cost. Identifiers have an impact on more than 90 percent of the readability which accounts for a majority portion of the maintenance activities. For this reason, the existing works focus on domain-specific features based on identifiers. However, their approaches have a limitation when either a class name does not reflect the intention of its context or a class naming is incorrect. Therefore, this paper suggests a series of class name validation process by extracting properties of classes, building learning model by applying a decision tree technique of machine learning, and generating a validation report containing the list of recommendable postfixes of classes to be validated. To evaluate this, four open source projects are selected and indicators such as precision, recall, and ROC curve present the value of this work when it comes to five specific postfixes including functional information on class names.

Recognition of damage pattern and evolution in CFRP cable with a novel bonding anchorage by acoustic emission

  • Wu, Jingyu;Lan, Chengming;Xian, Guijun;Li, Hui
    • Smart Structures and Systems
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    • v.21 no.4
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    • pp.421-433
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    • 2018
  • Carbon fiber reinforced polymer (CFRP) cable has good mechanical properties and corrosion resistance. However, the anchorage of CFRP cable is a big issue due to the anisotropic property of CFRP material. In this article, a high-efficient bonding anchorage with novel configuration is developed for CFRP cables. The acoustic emission (AE) technique is employed to evaluate the performance of anchorage in the fatigue test and post-fatigue ultimate bearing capacity test. The obtained AE signals are analyzed by using a combination of unsupervised K-means clustering and supervised K-nearest neighbor classification (K-NN) for quantifying the performance of the anchorage and damage evolutions. An AE feature vector (including both frequency and energy characteristics of AE signal) for clustering analysis is proposed and the under-sampling approaches are employed to regress the influence of the imbalanced classes distribution in AE dataset for improving clustering quality. The results indicate that four classes exist in AE dataset, which correspond to the shear deformation of potting compound, matrix cracking, fiber-matrix debonding and fiber fracture in CFRP bars. The AE intensity released by the deformation of potting compound is very slight during the whole loading process and no obvious premature damage observed in CFRP bars aroused by anchorage effect at relative low stress level, indicating the anchorage configuration in this study is reliable.

The Effect of Interpretive Style Scientific Reading Materials on the Change of High School Students' Philosophical Viewpoints on Science (해석적인 서술방식으로 구성된 과학 읽기 자료가 고등학생의 과학철학적 관점에 미치는 영향)

  • Hong, Sang-Wook;Lim, Eun-Kyeong;Jang, Myoung-Duk;Jeong, Jin-Woo
    • Journal of The Korean Association For Science Education
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    • v.24 no.2
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    • pp.234-240
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    • 2004
  • The main purpose of this study was to examine the effects of interpretive style reading materials on high school students philosophical viewpoints on science. Subjects for this study were 137 girl students in four classes of a high school located in Daejeon city. The classes were divided into two groups: experimental groups and control groups. Students in the experimental groups were administered a series of the reading materials over thirty-six sessions. Additionally, PPP(Philosophical Perspectives Prove) was used in order to assess students philosophical viewpoints on science. Results of the study showed that the interpretive style reading materials takes effect on the change of students philosophical viewpoints on science. At the initial stage, a number of students exhibited viewpoints inclined toward inductivism. As time goes by, however, viewpoint of inductivism was decreased and view of falcificationism and view of relativism were increased. The results also indicated that the effect of intervention was stable.

Comparative Studies on the Lipid Content and Neutral Lipid Composition in Nonglutinous and Glutinous Rice (멥쌀과 찹쌀중의 지방질 함량 및 중성 지방질의 조성에 관한 비교)

  • Shin, Hyo-Sun;Lee, Jong-Yong
    • Korean Journal of Food Science and Technology
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    • v.18 no.2
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    • pp.137-142
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    • 1986
  • The lipids content and neutral lipid component of milled rice grain were studied for four nonglutionous and two glutinous varieties grown in Korea. The average total lipid contents in nonglutinous and glutinous varieties were 0.94% and 1.78% by dry weight basis, respectively. The ratios of neutral lipid, glycolipid and phospholipid in the total lipid were 76.5 : 14.8 : 8.6 in the nonglutionous and 82.4 : 11.1 : 6.5 in the glutinous, respectively. Main classes of the neutral lipids were triglycerides, free fatty acids, steryl esters, free sterols, monoglycerids and diglycerides in both of nonglutinous and glutinous, and no significance was observed in the content of the classes between both varieties. The major fatty acid composition of total and neutral lipids were linoleic, oleic and palmitic acids in both of nonglutinous and glutinous varieties.

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Comparative Analysis of Proximate Compositions and Lipid Component in Cultured and Wild Mackerel Scomber japonicus Muscles (양식산 및 천연산 고등어근육의 일반성분과 지질성분 비교)

  • Moon, Soo-Kyung;Hong, Seok-Nam;Kim, In-Soo;Jeong, Bo-Young
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.42 no.5
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    • pp.411-416
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    • 2009
  • Proximate compositions and fatty acid profiles of cultured and wild mackerel (Scomber japonicus) muscles were compared. Protein content ranged from approximately 16% to 18% and was higher in wild fish than in cultured ones. Lipid content was between two to four times higher in large and small cultured fish (20.1-20.5%) compared with same sized wild fish. The prominent non-polar lipid (NL) class in fish muscles was triglyceride, and additionally, free sterol was among the prominent NL classes in wild fish muscles. Prominent phospholipid (PL) classes in cultured and wild fish muscles were phosphatidylethanolamine and phosphatidylcholine, with the former being higher in cultured fish and the latter higher in wild fish. Prominent fatty acids of total lipid were 16:0, 18:1n-9, 22:6n-3 (docosahexaenoic acid, DHA), 20:5n-3 (eicosapentaenoic acid, EPA), 16:1n-7, 18:0 and 14:0, while 18:2n-6 was among the prominent fatty acids in cultured fish. The n-3 polyunsaturated fatty acids (PUFA, DHA+EPA) content (in mg/100 g of muscle tissue) was higher in cultured fish (2,711 mg in large fish and 2,572 mg in small fish) than in wild fish (2,431 mg in large fish and 1,398 mg in small fish). In conclusion, we have been able to demonstrate that cultured mackerel could also be a good sources of n-3 PUFA, such as DHA and EPA.

A Dynamic Offset and Delay Differential Assembly Method for OBS Network

  • Sui Zhicheng;Xiao Shilin;Zeng Qingji
    • Journal of Communications and Networks
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    • v.8 no.2
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    • pp.234-240
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    • 2006
  • We study the dynamic burst assembly based on traffic prediction and offset and delay differentiation in optical burst switching network. To improve existing burst assembly mechanism and build an adaptive flexible optical burst switching network, an approach called quality of service (QoS) based adaptive dynamic assembly (QADA) is proposed in this paper. QADA method takes into account current arrival traffic in prediction time adequately and performs adaptive dynamic assembly in limited burst assembly time (BAT) range. By the simulation of burst length error, the QADA method is proved better than the existing method and can achieve the small enough predictive error for real scenarios. Then the different dynamic ranges of BAT for four traffic classes are introduced to make delay differentiation. According to the limitation of BAT range, the burst assembly is classified into one-dimension limit and two-dimension limit. We draw a comparison between one-dimension and two-dimension limit with different prediction time under QoS based offset time and find that the one-dimensional approach offers better network performance, while the two-dimensional approach provides strict inter-class differentiation. Furthermore, the final simulation results in our network condition show that QADA can execute adaptive flexible burst assembly with dynamic BAT and achieve a latency reduction, delay fairness, and offset time QoS guarantee for different traffic classes.

Weighted Hot-Deck Imputation in Farm and Fishery Household Economy Surveys (농어가경제조사에서 가중핫덱 무응답 대체법의 활용)

  • Kim Kyu-Seong;Lee Kee-Jae;Kim Jin
    • The Korean Journal of Applied Statistics
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    • v.18 no.2
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    • pp.311-328
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    • 2005
  • This paper deals with a treatment of nonresponse in farm and fishery household economy surveys in Korea. Since the samples in two surveys were selected by stratified multi-stage sampling and weighted sample means has been used to estimate the population means, we choose a weighted hot-deck imputation method as an appropriate method for two surveys. We investigate the procedure of the weighted hot-deck as well as an adjusted jackknife method for variance estimation. Through an empirical study we found that the method worked very well in both mean and variance estimation in two surveys. In addition, we presented a procedure of forming imputation class and formed four imputation classes for each survey and then compared them with analysis. As a result, we presented two most efficient imputation classes for two surveys.

Study on Values and Value Change of Nursing Students (간호대학생들의 가치관과 가치관 변화에 대한 연구)

  • 이경혜
    • Journal of Korean Academy of Nursing
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    • v.15 no.3
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    • pp.21-30
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    • 1985
  • The purpose of this study is to determine values and value changes of the four year course nursing college students. The survey was conducted against 262 students of the nursing college, from all classes (freshman, sophomre, junior and senior). This study was conducted during the period of first through 15th of December 1984 in accordance with the L.V. Gordon's“Survey of Interpersonal Values (SIV)”. The results of the study were as follows: 1. Those nursing students surveyed show that conformity (16.32) took the highest place and reconition (10.21) lowest in the general value orientation. In accordance with the Cordon's SIV, those of other woman college students indicate 14%ile-65%ile, respectively. 2. Changes in values by class indicate that freshman, sohpomore and senior students showed similar Pattern but junior students showed significantly lower than other classes. The difference should be considered on the basis of statistics (p <.05). Accordingly, the hypho-thesis 1 of this study has been supported. 3. Significant variation has been shown by each class in each factor such as support, conformity, independence and benevolence but no variation has been indicated in leadership and recognition. 4. There was difference in values between higher class (jounior and senior) students with clinical experience and starting class (freshman and sophomore) students without clinical experience. The study indicates the values of higher class. students is lower than that of starting class. students (P <.05). Therefor, the hyphothesis 2 of this study has been supported. 5. There was no significant difference in values between entering students and graduating students (p<.05), Thus, the hyphothesis 3 of this study has been rejected. The results of the finding of the study show that there is no positive influence in forming the values. for the students. Therefore, it is concluded that new strategy and special educational program should be established for formulation of the right values for the nursing college students.

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The Study on the Convergence Perception of College Students for the Physical Education. (체육교육에 대한 대학생들의 융합적 인식 연구)

  • Yu, Young-Seol
    • Journal of the Korea Convergence Society
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    • v.9 no.7
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    • pp.125-133
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    • 2018
  • The purpose of this study was to explore college students' subjective perception on physical education using Q-methodology. Thirty college students participated in this study. This study found four types of college students' perception for physical education. Type I is named 'the type of Emphasizing Expertise.' The subjects of type I emphasize the importance of practicing professional motor skills and basic physical education knowledge in physical education classes. Type II is named 'the type of Emphasizing Instructional Strategy.' The subjects of type II emphasize the importance of developing effective teaching methods for students to participate actively. Type III is named 'the type of Making Physical Education Mandatory.' The subjects of type III emphasize the needing to make physical education and to increase physical education classes in school. Type IV is named 'the type of Emphasizing Sports for All.' The subjects of type IV emphasize to improve students' fitness and social-skill and connect between physical education and sports for all. These findings will contribute to plan the effective school curriculum.

The Effect of Children's Leadership and Self-regulation Upon Peer Play Behaviors (유아의 리더십과 자기조절능력이 또래 놀이행동에 미치는 영향)

  • Jang, Yun-Hee;Moon, Hyuk-Jun
    • Journal of Families and Better Life
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    • v.29 no.2
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    • pp.73-87
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    • 2011
  • The purpose of this study is to investigate the influence of children's socia-demographic variables(i.e., gender, birth order, and the amount of time staying in kindergarten) on, leadership, self-regulation and children's peer play behaviors. The participants of this study are 336 children aged between five and seven in four classes in a private kindergarten and eight classes in a private preschool located in the capital region. The results revealed that, girls showed more leadership, self-regulation, and play interaction section than boys: whereas, boys showed higher response in play disruption and the lack of play disconnection. However, birth order, did not have a significant effect on the sub-domain of leadership, self-regulation competence, and peer play behaviors. As for the duration children stay in preschool or in preschool or kindergarten, children who spend half-day showed higher reaction in behavioral self-control and emotional taking abilities than children who stay in the preschool or kindergarten full day. On the other hand, self-esteem of full-time children was higher than half-time children. Children who were emotionally sensitive, knew how to lead their peer group, and those who were sociable and self-regulated presented to be more active in peer-interaction than others. Second, as the result of the correlation analysis reveals, children's leadership, self-regulation competence, peer play behaviors, and play interaction had a meaningful effect on the sub-variations of children's leadership and self-regulation and they showed significant influence upon play disruption and play disconnection. In addition, girls who were not able to manage or to inspect their behavior and had insensitive emotion demonstrated higher tendency to play disconnected. Children, who participated in full-day program with having difficulties in self-regulation or inspecting their behavior properly but had a strong leadership and insensitive showed play disruption highly.