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Two-dimensional attention-based multi-input LSTM for time series prediction

  • Kim, Eun Been;Park, Jung Hoon;Lee, Yung-Seop;Lim, Changwon
    • Communications for Statistical Applications and Methods
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    • v.28 no.1
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    • pp.39-57
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    • 2021
  • Time series prediction is an area of great interest to many people. Algorithms for time series prediction are widely used in many fields such as stock price, temperature, energy and weather forecast; in addtion, classical models as well as recurrent neural networks (RNNs) have been actively developed. After introducing the attention mechanism to neural network models, many new models with improved performance have been developed; in addition, models using attention twice have also recently been proposed, resulting in further performance improvements. In this paper, we consider time series prediction by introducing attention twice to an RNN model. The proposed model is a method that introduces H-attention and T-attention for output value and time step information to select useful information. We conduct experiments on stock price, temperature and energy data and confirm that the proposed model outperforms existing models.

A DENSITY THEOREM RELATED TO DIHEDRAL GROUPS

  • Arya Chandran;Kesavan Vishnu Namboothiri;Vinod Sivadasan
    • Bulletin of the Korean Mathematical Society
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    • v.61 no.3
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    • pp.611-619
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    • 2024
  • For a finite group G, let 𝜓(G) denote the sum of element orders of G. If ${\psi}^{{\prime}{\prime}}(G)\,=\,{\frac{\psi(G)}{{\mid}G{\mid}^2}}$, we show here that the image of 𝜓'' on the class of all Dihedral groups whose order is twice a composite number greater than 4 is dense in $[0,\,{\frac{1}{4}}]$. We also derive some properties of 𝜓'' on the class of all dihedral groups whose order is twice a prime number.

A Study on Grotesquery Aesthetic Reflected Interculturalism in Stage Costume - The Case of Oh, Tae-seok's - (문화상호주의가 반영된 공연 예술 의상의 그로테스크적 특성 연구 - 오태석의 <심청이는 왜 두 번 인당수에 몸을 던졌는가>를 중심으로 -)

  • Yang, Yong
    • The Research Journal of the Costume Culture
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    • v.17 no.5
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    • pp.923-938
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    • 2009
  • Since the end of 1960s, an era of internationalization, Interculturalism has been reflected in intercultural plays which borrow concepts of foreign-cultural aesthetics for the performance and create a new stage language. Among many writers and performers, Oh, Tae-seok created his own unique aesthetic performances through experimental and avant-garde methodologies connected with various areas of art. His plays are worth studying since they suggest us a point of view which helps us to get out of the ordinary, fixed thought and try to see variety of reality. Therefore, our study categorized Oh, Tae-seok's play into four areas according to grotesquery interculturalism : Evil sprit, Abhorrence, Exaggeration and distort, and Heterogeneity. Based on this category, we analyzed plastic artistic characteristics of his plays' stage costume, for example, shapes, materials, and color, and tried to enhance the aesthetic value of his plays. We made a conclusion that the play showed grotesquery features in stage costume, which represented death, tragedy, evil sprit of human negligence, surprising and grotesquery abhorrence by deformity of the body, exaggeration and distortion, ridiculousness, and heterogeneity, the mixture of abnormality and unstableness. Our study could help produce adequate stage costume matching the features of the performance, and be the cornerstone of grotesquery aesthetic interculturalism study reflected in stage costume.

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Study on the Application of Pedestrian Twice Crossing (보행신호 1주기 2회 부여 운영 방안 연구)

  • Chae, HeeChul;Eom, Daelyoung;Yun, Ilsoo
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.19 no.3
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    • pp.14-27
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    • 2020
  • Pedestrian deaths account for a high percentage of deaths in traffic accidents in Korea, raising interest in pedestrian safety policy. However, since the walk signal time is applied based on the length of the crosswalk without considering the walker and the signal cycle, the walk waiting time is relatively longer than the crosswalk, causing pedestrian jaywalking. In this study, due to an unreasonable signal time plan during a road crossing where a signal is installed, the pedestrian's walk signal was given twice a cycle of crossings, and the operational and safety effects of the signal system were quantitatively and qualitatively analyzed, and the operational effects of the signal interval and jaywalking rate were assessed by different signal intervals. The results showed that jaywalking and waiting time decreased, and the shorter the interval between the application of the walk signal time, the less jaywalking is analyzed. However, there is a risk of vehicle conflict due to pedestrian exposure, and measures for expanding safety for operation were proposed.

Study on Folded TEM Horn Antennas for 70 kV Impulse (70 kV 임펄스용 접힌 TEM 혼 안테나에 관한 연구)

  • Lee, Jin-Seong;Byun, Joon-Ho;Ahn, Young-Joon;Lee, Byung-Je
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.6 no.3
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    • pp.95-100
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    • 2007
  • In this paper, a twice folded TEM horn antenna for 70 kV impulse high power system is proposed. The length reduction of 50 % is achieved by folding a conventional TEM horn antenna twice. The array elements are fed by the stripline power divider using the Chebyshev transformer. The power divider feeds four TEM horn antenna elements with an in-phased uniform power, and it covers a wide bandwidth ($150\;MHz\;{\sim}\;768\;MHz$, VSWR<2.0). Considering the air breakdown at peak 70 kV impulse, the proposed antenna maintains the 25 mm gaps between conducting plates. The dimension of the twice folded horn antenna is $1730\;{\times}\;1600\;{\times}\;300$ (mm3), and the operating frequency is from 152 MHz to 750 MHz under 10 dB return loss. The peak gains are measured from 6.77 dBi to 10.70 dBi at $400\;MHz\;{\sim}\;750\;MHz$.

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Increase in phagocytic activity of peripheal neutrophil and lysozyme activity of blood serum in Korea catfish (Silurus asotus) intraperitoneally injecteded with $\beta$-glucan ($\beta$-glucan을 접종한 한국산 메기(Silurus asotus)의 호중구와 리소자임 활성 증강)

  • Park, Sung-Woo;Kim, Young-Gill;Choi, Dong-Lim
    • Journal of fish pathology
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    • v.9 no.1
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    • pp.87-93
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    • 1996
  • To examine the effectiveness of $\beta$-glucan in non-specific defence mecanisms of Korean catfish(Silurus asotus), the activities of peripheral neutrophils and serum lysozyme were evaluated after once or twice $\beta$-glucan injections. The number of peripheral neutrophils increased after the injection. The increased number in neutrophils in twice $\beta$-glucan injections maintained longer than in single glucan injecton. But the neutrophils did not showed any remarkable changes in PAS-positive reaction. Peripheral neutrophils from fish injected glucan had enhanced phagocytic activities but there was no significant difference in phagocytic index for the glucan and control groups. An elevation of lysozome activity was also observed in the fish received twice glucan but neither single glucan or physiological saline injection could not evoked an increase of lysozyme activity. These results suggest that $\beta$-glucan can enhance the resistance of Korean catfish against to bacteria infection through the activation of peripheral neutrophils and lysozyme.

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Effects of Feeding Frequency on the Optimum Growth of Cherry Salmon, Oncorhynchus masou (산천어 치어의 최적 성장을 위한 적정 사료공급 횟수)

  • Seong, Ki-Baik;Kim, Doo-Ho
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.41 no.5
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    • pp.343-345
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    • 2008
  • This study determined the optimum feeding frequency for the growth of juvenile cherry salmon (Oncorhynchus masou). Triplicate groups of fish (initial mean weight 19.1 g) were fed extruded pellets at four feeding frequencies for 50 days: once every 2 days, once a day, twice a day, and three times a day. The mean water temperature during the feeding trial was $17.9{\pm}1.59^{\circ}C$. The survival of all groups was 100%. The final fork length of fish fed twice a day was significantly greater than that of the other groups (P<0.05). The weight gain of fish fed two and three times daily was significantly greater than that of fish fed once a day or every 2 days (P<0.05). The daily feed intake increased significantly with feeding frequency (P<0.05), but there was no significant difference in the weight gain of fish fed two or three times a day. The feed efficiency of fish fed once every 2 days was highest (P<0.05), and the feed efficiency of fish fed two or three times a day was significantly higher than that of fish fed once a day (P<0.05). The results of this study indicated that the optimum feeding frequency for the growth of juvenile cherry salmon is twice a day, while the feeding efficiency of fish fed once every 2 days was best.

Separation of Tofu-residue (biji) into Dietary Fiber and Protein Fractions (콩비지의 식이섬유와 단백질 분리)

  • Lee, Won-Jong;Choi, Mi-Ra;Sosulski, Frank W.
    • Korean Journal of Food Science and Technology
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    • v.24 no.1
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    • pp.97-100
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    • 1992
  • Tofu-residue (biji) which was made on a laboratory scale from the three U.S. and three Korean soybean varieties contained approximately 57% dietary fiber, 20% protein, while the commercial residue contained 59% dietary fiber and 17% protein. The percent soluble fiber in total dietary fiber were 3% and 46% for residue and tofu, respectively. The tofu-residue was wet milled by blade grinding once or twice, followed by sieving and centrifugation of the liquid fraction. For twice-ground residue, the dietary fiber content increased from 58.70 to 80.6% in the sieved residue, with a fiber recovery of 90.4%. On the other hand, twice-ground centrifuged solids contained 46.8% protein, representing 42.4% of the total protein. Lipid levels in the sieved residue were much lower than in the original residue.

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The Effects of Chungganhaeju-tang (Qingganjiejiu-tang) on Alcoholic Liver Damages by Applying Proteomics (청간해주탕(淸肝解酒湯)이 알코올성 간손상 Proteome에 미치는 영향)

  • Jung, Yun-Jong;Kim, Young-Chul;Woo, Hong-Jung;Lee, Jang-Hoon
    • The Journal of Internal Korean Medicine
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    • v.28 no.1
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    • pp.68-79
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    • 2007
  • Objectives : The purpose of our study was to investigate the effects of Chungganhaeju-tang (Qingganjiejiu-tang) on alcoholic liver damage by applying proteomics. Materials and Methods : Sprague-Dawley rats were used in this experiment; the rats were divided into a control group, alcohol group and Chungganhaeju-tang + alcohol group. Ethanol was orally administered twice a day for 4 weeks to the alcohol group. Water without ethanol was administered twice a day for 4 weeks to the control group. Ethanol + Chungganhaeju-tang extract was orally administered twice a day for 4 weeks to the Chungganhaeju-tang + alcohol group. The livers of each group were processed and we investigated histology, OxyBlot, 2-dimensional electrophoresis, and western blot of liver of each group. Results : In the histological findings of the liver, the alcohol group showed portal fibrosis with a few septa or without septa. The Chungganhaeju-tang + alcohol group showed no fibrosis or portalfibrosis without septa. In the OxyBlot finding, Chungganhaeju-tangprevented liver damage by oxidation. In the 2-dimensional electrophoresis finding, formiminotransferase cyclodeaminase (FTCD), glucose regulated protein, 58 kDa (GRP58K), aryl sulfotransferase, sulfotransferase family 1A, member 2, similar to acyl-coenzyme A oxidase-like, and catalase were changed. Conclusion : Chungganhaeju-tangexerts an inhibitory effect against the fibrosis and oxidation induced by alcohol in rat liver cell, and some proteins induced by alcohol were changed by Chungganhaeju-tang.

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Could a Manipulation of Dietary Nutrient Contents Including Phosphorous Affect Compensatory Growth of Juvenile Olive Flounder Paralichthys olivaceus?

  • Cho, Sung Hwoan
    • Fisheries and Aquatic Sciences
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    • v.16 no.1
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    • pp.57-61
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    • 2013
  • I hypothesized that the manipulation of dietary nutrient contents including phosphorous could affect compensatory growth of juvenile olive flounder, Paralichthys olivaceus. Thirty fish averaging 34.8 g per tank were randomly chosen and distributed into 15 flow-through 180-L tanks. Three experimental diets were prepared: the control (C) diet, high protein and lipid (HPL) diet, and HPL diet with supplementation of calcium phosphate-monobasic (HPLP). Five treatments were prepared in triplicate: fish were hand-fed daily with the C diet twice a day for 8 weeks (C-8W); fish were starved for 1 week, and then fed with the HPL or HPLP diets twice a day for 7 weeks, and referred to as HPL-7W and HPLP-7W, respectively; and fish were starved for 2 weeks, and then fed with the HPL or HPLP diets twice a day for 6 weeks, and referred to as HPL-6W and HPLP-6W, respectively. The body weight of fish with C-8W, HPL-7W and HPLP-7W treatments was higher than fish with HPL-6W and HPLP-6W treatments on week 2, 4 and 6 after an initiation of the trial. At the end of the 8-week trial, fish with HPLP-7W and HPL-7W treatments overcompensated, as compared to fish with C-8W treatment. Full compensation was not achieved in fish subjected to the 2-week feed deprivation (HPL-6W and HPLP-6W treatments). Overall feed intake by fish was proportional to weeks of feeding. Feed conversion ratio of fish with HPLP-7W, HPL-6W and HPLP-6W treatments was higher than fish with C-8W treatment. The study showed that dietary supplementation of protein and lipid resulted in overcompensation of juvenile olive flounder subjected to a 1-week feed deprivation, but not a 2-week feed deprivation. Additionally, dietary supplementation of phosphorous did not further improve compensatory growth of fish.