• Title/Summary/Keyword: Optimal weights

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A dominant hyperrectangle generation technique of classification using IG partitioning (정보이득 분할을 이용한 분류기법의 지배적 초월평면 생성기법)

  • Lee, Hyeong-Il
    • Journal of the Korea Society of Computer and Information
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    • v.19 no.1
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    • pp.149-156
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    • 2014
  • NGE(Nested Generalized Exemplar Method) can increase the performance of the noisy data at the same time, can reduce the size of the model. It is the optimal distance-based classification method using a matching rule. NGE cross or overlap hyperrectangles generated in the learning has been noted to inhibit the factors. In this paper, We propose the DHGen(Dominant Hyperrectangle Generation) algorithm which avoids the overlapping and the crossing between hyperrectangles, uses interval weights for mixed hyperrectangles to be splited based on the mutual information. The DHGen improves the classification performance and reduces the number of hyperrectangles by processing the training set in an incremental manner. The proposed DHGen has been successfully shown to exhibit comparable classification performance to k-NN and better result than EACH system which implements the NGE theory using benchmark data sets from UCI Machine Learning Repository.

A Parametric Study on Tensile Stress of a Hybrid Floating Structure System (매개변수 연구를 통한 하이브리드형 부유식 구조물의 인장응력 발생 분석)

  • Zi, Goangseup;Lee, Seung-Jung;Kwak, Yeon-Min;Jeong, Youn
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.32 no.5B
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    • pp.313-320
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    • 2012
  • A hybrid floating structure system combined with pontoon and semi-submersible type modules is proposed. This new system can reduce tensile forces of bottom slabs which could cause fatal damage of concrete floating structures. We performed a parametric study on the dimensions of this new system and investigate the sensitivity of the parameters to the behavior. In order to investigate various cases efficiently, we developed a simple two-step static analysis method for the fluid-structure interaction. An optimum system is derived from the investigation of the analysis results, weights and drafts of the hybrid structure. This study shows that introducing this new system to concrete floating structures is an effective way to reduce the tensile force of the bottm slab of such a floating structure. Also, it was found that when the length of the semi-submersible module is about 15%, the behavior would be optimal in the considered case.

Purification and Characterization of Proteases from Streptomyces sp. SMF301 (Streptomyces sp. SMF301에서 분리한 단백질 분해효소의 성질)

  • Jeong, Byeong Chul;Hyun Seung Shin;Kye Joon Lee
    • Microbiology and Biotechnology Letters
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    • v.16 no.6
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    • pp.526-531
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    • 1988
  • Procedure for the purification of pretense from culture broth of Streptomyces sp. SMF301 was developed. It was evident that the strain produced two different proteases of which molecular weights were estimated to be 23, 500 and 38, 900 dalton. It was found that the optimum pH of the smaller was 9.0 and that of the larger was 1.0. The optimal temperature of the alkaline pretense was 5$0^{\circ}C$ and that of the neutral pretense was much more stable than neutral protease at extreme condition viz. high temperature, and pH.

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Nutritional Status and Dietary Quality by Their Residing Types in College Students (대학생의 거주형태에 따른 영양상태 및 식사의 질 비교 연구)

  • Yang, Ji;Sohn, Cheong-Min
    • Korean Journal of Human Ecology
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    • v.18 no.4
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    • pp.959-970
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    • 2009
  • The purpose of this study was to evaluate the dietary habit, nutritional condition and quality of everyday meal for college students. The number of the subjects was 102 and they were divided into three groups by their residing types; students living with their parents (n=34), students living in dormitory (n=34) and students living independently off the campus (n=34) Questionnaire, 24hour dietary recall for food intakes, and body composition analysis were used. SPSS program was used for the statistics. In general health matter, the average age for each group of students was $21.2kg/m^2$, $20.9kg/m^2$, and $21.9kg/m^2$ respectively. And heights, weights, muscle mass, body fats and BMI were not significantly different between groups. Results on dietary habit showed that students living with their parents had better meal pattern and regularity for breakfast than other groups. Also, for dietary evaluation, students living with their parents showed better extent of intake of milk than other groups. Evaluation on nutrients intake showed that amount of calcium, vitamin $B_2$, folic acid intake in student living independently off the campus were lower than those of the other groups(P<0.05). And MAR(Mean Adequacy Ratio) was not significantly different between groups, however INQ(Index of Nutritional Quality) and NAR(Nutrient Adequacy Ratio) of calcium were lower in off the campus group than other two groups. In conclusion, students living independently had worse eating habits and showed lower intake of calcium than those living with their parents or living in a dormitory. Therefore nutritional education for improving well-balanced dietary habits and optimal intake of nutrients are required especially for students living independently off the campus.

Synergic Effects of Bitter Melon and ${\beta}$-Glucan Composition on STZ-Induced Rat Diabetes and Its Complications

  • Kim, Joo-Wan;Cho, Hyung-Rae;Moon, Seung-Bae;Kim, Ki-Young;Ku, Sae-Kwang
    • Journal of Microbiology and Biotechnology
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    • v.22 no.1
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    • pp.147-155
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    • 2012
  • ${\beta}$-Glucan purified from oats (OG) and bitter melon, Momordica charantia Linn (MC), water extracts have shown favorable effects on diabetes and its complications. We investigated to find out the optimal composition showing hypoglycemic and antidiabetic complication effects in variable compositions (OG:MC = 1:1, 1:2, 1:4, 1:6, 1:8, 1:10, 2:1, 4:1, 6:1, 8:1, 10:1). Extracts were administered orally once a day for 28 days following 7 days post streptozotocin (STZ) dosing. Five rats per group (total 15 groups; Intact, STZ, OG, MC, and the variable composition groups) were selected according to the blood glucose and body weight at 6 days after STZ dosing. After 28 days of extracts dosing, the changes on the body weight, liver and kidney weight, blood glucose, blood urea nitrogen (BUN), creatinine, aspartate aminotransferase (AST) and alanine aminotransferase (ALT), low-density lipoprotein (LDL), and total-cholesterol levels were observed. As the result of STZ-induced diabetes, decreases of body weight, increases of the liver and kidney weights, blood glucose, BUN, creatinine, AST, ALT, LDL, and total-cholesterol levels in STZ control were detected compared with intact control. However, these changes of hyperglycemia, diabetic nephropathy, hepatopathy, and hyperlipemia were dramatically decreased in the OG and MC single-dosing group, and all composition groups. In addition, there were more favorable effects in all composition groups compared with the OG and MC single-dosing groups. Among variable compositions, the OG:MC 1:2 mixed group showed the most synergic effects in this study.

A Study on Investment Decisions on Manufacturing Digital System :Focused on an automotive parts manufacturing company (생산현장정보시스템 투자의사결정에 관한 연구)

  • Kim, Kyungihl;Shin, Jong Chang
    • Journal of Convergence Society for SMB
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    • v.4 no.3
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    • pp.33-39
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    • 2014
  • The Purpose of this study is to investigate the problems arising during the investment decision making on maintaining and improving Manufaturing information systems. The detailed problem considered in this study is to determine the priorities of various investment alternatives on improving Manufacturing systems. For this purpose, this study suggests a systematic procedure in which the analytic hierachy process is used to fix the important weights of alternatives, together with a normalization step, and then an integer programming model to select the optimal set of alternatives that maximize the total priority while satisfying the allowable budget and the time limitation.

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Isolation and Characterization of a Pink-Pigmented Facultative Methylotrophic Bacterium (분홍색 통성 메탄올 자화세균의 분리 및 특성)

  • 양석훈;김영민
    • Korean Journal of Microbiology
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    • v.27 no.1
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    • pp.63-69
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    • 1989
  • A pink-pigmented facultative methylotrophic bacterium, Methylobacterium sp. strain SY1, was isolated from soil through methanol-enrichment culture technique. The isolate was gram-negative, slightly curved rod, and motile by a single polarly inserted flagellum. The colony was smooth, bright pink, and slimy. The guanine plus cytosine content of the KNA was 66%. The cell was obigately aerobic and exhibited both catalase and oxidase activities. Carotenoid pigment and poly-$\beta$-hydroxybutyrate were present. It was found to have three kinds of plasmid with molecular weights 45,000, 38,500 and 23,000. Growth with methanol(0.5%) was fast ($t_{d}$=6.5h) and was optimal at $30^{\circ}C$ and at pH 7.0. The isolate could grow on several sugars, organic acids, amino acids, amines, and alcohols in addition to the methanol. Methanol was found to be assimilated through the serine pathway.

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Mathematical Models that Underlie Computer Simulation of the Trawl Doors for Mid-Water Trawls

  • Gabryuk, Victor Ivanovich;Kudakaev, Vasilii Vladimirovich
    • Ocean and Polar Research
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    • v.42 no.1
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    • pp.77-88
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    • 2020
  • This paper presents the coordinate systems used for trawl doors modeling, and provides matrix equations of connection between these systems. The projections of the forces acting on the door into axes of various coordinate systems were obtained, which were used in the door equilibrium equations. Six equilibrium conditions for the door as a solid were obtained: formulas that allow for the door area in plan to be determined; its weight in water; its mass; three moment equations for determining the position of the warp and backstrops fastening points to the door with triangular and quadrangular backstrop arrangements. It was found that the moment equilibrium equations of trawl doors are generally incompatible, which was not found by any of the authors who have previously conducted research into trawl doors. Using the Kronecker-Capelli theorem, the compatibility equation is obtained. This equation includes the coordinates of the backstrop fastening points to the door, which means that these points cannot be randomly selected. The technique of determining the warp and backstrops' fastening points position to the door is described. Conditions of directional (by angle of attack) and roll (in angle of roll) stability of the doors' equilibrium are presented. The equations presented in this paper comprise a mathematical model that allows, when designing the doors, to select optimal parameters, as well as to carry out adjustments for trawling purposes to ensure the stable movement of the doors and the entire trawl system.

Genetic Algorithm for Node P겨ning of Neural Networks (신경망의 노드 가지치기를 위한 유전 알고리즘)

  • Heo, Gi-Su;Oh, Il-Seok
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.46 no.2
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    • pp.65-74
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    • 2009
  • In optimizing the neural network structure, there are two methods of the pruning scheme and the constructive scheme. In this paper we use the pruning scheme to optimize neural network structure, and the genetic algorithm to find out its optimum node pruning. In the conventional researches, the input and hidden layers were optimized separately. On the contrary we attempted to optimize the two layers simultaneously by encoding two layers in a chromosome. The offspring networks inherit the weights from the parent. For teaming, we used the existing error back-propagation algorithm. In our experiment with various databases from UCI Machine Learning Repository, we could get the optimal performance when the network size was reduced by about $8{\sim}25%$. As a result of t-test the proposed method was shown better performance, compared with other pruning and construction methods through the cross-validation.

An Information Filtering System Using Cognitive Mapping (인지 매핑을 이용한 정보 필터링 시스템)

  • Kim Jin-Hwa;Lee Seung-Hun;Byun Hyun-Soo
    • Journal of Intelligence and Information Systems
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    • v.12 no.2
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    • pp.145-165
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    • 2006
  • Information filtering systems, which are designed fur users' needs, do not satisfy user's diverse requests as their filtering accuracy is unstable sometimes. This study suggests an information filtering system based on cognitive brain mapping by simulating the processes of information in human brain. Compared to traditional filtering systems, which use specific words or pattern in their filtering systems, the method suggested in this article uses both key words and relationships among these words. The significance of this study is on simulating information storing processes in human brain by mapping both key words and their relationships among them together. To combine these two methods, this study finds balances in representing two methods by searching optimal weights of each of them.

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