• Title/Summary/Keyword: CTR

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A Proposal of Cybersecurity Technical Response Job Competency Framework and its Applicable Model Implementation (사이버보안 기술적 대응 직무 역량 프레임워크 제안 및 적용 모델 구현 사례)

  • Hong, Soonjwa;Park, Hanjin;Choi, Younghan;Kang, Jungmin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.30 no.6
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    • pp.1167-1187
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    • 2020
  • We are facing the situation where cyber threats such as hacking, malware, data leakage, and theft, become an important issue in the perspective of personal daily life, business, and national security. Although various efforts are being made to response to the cyber threats in the national and industrial sectors, the problems such as the industry-academia skill-gap, shortage of cybersecurity professionals are still serious. Thus, in order to overcome the skill-gap and shortage problems, we propose a Cybersecurity technical response Job Competency(CtrJC) framework by adopting the concept of cybersecurity personnel's job competency. As a sample use-case study, we implement the CtrJC against to personals who are charged in realtime cybersecurity response, which is an important job at the national and organization level, and verify the our framework's effects. We implement a sample model, which is a CtrJC against to realtime cyber threats (We call it as CtrJC-R), and study the verification and validation of the implemented model.

A Study on Utilization of Vision Transformer for CTR Prediction (CTR 예측을 위한 비전 트랜스포머 활용에 관한 연구)

  • Kim, Tae-Suk;Kim, Seokhun;Im, Kwang Hyuk
    • Knowledge Management Research
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    • v.22 no.4
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    • pp.27-40
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    • 2021
  • Click-Through Rate (CTR) prediction is a key function that determines the ranking of candidate items in the recommendation system and recommends high-ranking items to reduce customer information overload and achieve profit maximization through sales promotion. The fields of natural language processing and image classification are achieving remarkable growth through the use of deep neural networks. Recently, a transformer model based on an attention mechanism, differentiated from the mainstream models in the fields of natural language processing and image classification, has been proposed to achieve state-of-the-art in this field. In this study, we present a method for improving the performance of a transformer model for CTR prediction. In order to analyze the effect of discrete and categorical CTR data characteristics different from natural language and image data on performance, experiments on embedding regularization and transformer normalization are performed. According to the experimental results, it was confirmed that the prediction performance of the transformer was significantly improved when the L2 generalization was applied in the embedding process for CTR data input processing and when batch normalization was applied instead of layer normalization, which is the default regularization method, to the transformer model.

Implementation of Fixslicing AES-CTR Speed Optimized Using Pre-Computed on 32-Bit RISC-V (32-bit RISC-V 상에서의 사전 연산을 활용한 Fixslicing AES-CTR 속도 최적화 구현)

  • Eum, Si-Woo;Kim, Hyun-Jun;Sim, Min-Joo;Song, Gyeong-Ju;Seo, Hwa-Jeong
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.32 no.1
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    • pp.1-9
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    • 2022
  • Fixslicing AES is a technique that omits the Shiftrows step to minimize the cost of the linear layer of Bitsliced AES, showing a 30% performance over the Bitsliced technique. However, the amount of code increases to compensate for the omitted shiftrows. Therefore, it is proposed to be divided into Semi-Fixsliced in which only half of shiftrows are omitted and Fully-Fixsliced in which Shiftrows are omitted completely. In this paper, we propose a CTR mode implementation of Fixslicing AES on RISC-V using the pre-computed table technique. By utilizing the characteristics of the CTR mode, it is possible to perform fast encryption by omitting up to the second round SubBytes from the encryption process through pre-computed up to the second round SubBytes operation. Using this technique, it was confirmed that Semi-Fixsliced has a performance of 1,345 cycles per block and a performance improvement of 7% compared to the previous performance result, and Fully-Fixsliced has a performance of 1,283 cycles per block and a performance of 9% compared to the previous performance result on 32-bit RISC-V.

Inhibitory Effect of Cudraniae Tricuspidatae Radix on Collagen-induced Arthritis in Mice (천파석(穿破石)이 콜라겐유도 생쥐관절염에 미치는 억제효과)

  • Cho, Young-Du;Han, Hyo-Sang;Lee, Young-Jong
    • The Korea Journal of Herbology
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    • v.25 no.4
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    • pp.137-143
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    • 2010
  • Objectives : The present study was conducted to examine the effect of Cudraniae Tricuspidatae Radix(CTR), which is the radix part of Cudrania tricuspidata Bureau, on cytokine secretion from the joint cells and spleen cells of mice with arthritis induced by collagen and verify its efficacy against rheumatoid arthritis. Methods : Three kinds of extract were prepared from CTR through extraction with hot-water and ethanol. The levels of cytokine secreted from the cells were measured, after the mice knee joint cells were cultured with each extract. Results : The three kinds of extracts from CTR decreased the growth rate and levels of inflammatory cytokines such as IL-$1{\beta}$, IL-6, and TNF-${\alpha}$ from knee joint cells of mice. All of the organic-soluble fraction, such as hexane, ethyl ether, ethyl acetate, butanol, and residual water-soluble fraction decreased the levels of IL-$1{\beta}$, TNF-${\alpha}$, IL-6, and IL-10. Conclusion : These results suggest that CTR had some effects on rheumatitis, with fat and water-solubles in organic solvent considered as the effective element.

A CTR Prediction Approach for Text Advertising Based on the SAE-LR Deep Neural Network

  • Jiang, Zilong;Gao, Shu;Dai, Wei
    • Journal of Information Processing Systems
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    • v.13 no.5
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    • pp.1052-1070
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    • 2017
  • For the autoencoder (AE) implemented as a construction component, this paper uses the method of greedy layer-by-layer pre-training without supervision to construct the stacked autoencoder (SAE) to extract the abstract features of the original input data, which is regarded as the input of the logistic regression (LR) model, after which the click-through rate (CTR) of the user to the advertisement under the contextual environment can be obtained. These experiments show that, compared with the usual logistic regression model and support vector regression model used in the field of predicting the advertising CTR in the industry, the SAE-LR model has a relatively large promotion in the AUC value. Based on the improvement of accuracy of advertising CTR prediction, the enterprises can accurately understand and have cognition for the needs of their customers, which promotes the multi-path development with high efficiency and low cost under the condition of internet finance.

An I/O Interface Circuit Using CTR Code to Reduce Number of I/O Pins (CTR 코드를 사용한 I/O 핀 수를 감소 시킬 수 있는 인터페이스 회로)

  • Kim, Jun-Bae;Kwon, Oh-Kyong
    • Journal of the Korean Institute of Telematics and Electronics D
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    • v.36D no.1
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    • pp.47-56
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    • 1999
  • As the density of logic gates of VLSI chips has rapidly increased, more number of I/O pins has been required. This results in bigger package size and higher packager cost. The package cost is higher than the cost of bare chips for high I/O count VLSI chips. As the density of logic gates increases, the reduction method of the number of I/O pins for a given complexity of logic gates is required. In this paper, we propose the novel I/O interface circuit using CTR (Constant-Transition-Rate) code to reduce 50% of the number of I/O pins. The rising and falling edges of the symbol pulse of CTR codes contain 2-bit digital data, respectively. Since each symbol of the proposed CTR codes contains 4-bit digital data, the symbol rate can be reduced by the factor of 2 compared with the conventional I/O interface circuit. Also, the simultaneous switching noise(SSN) can be reduced because the transition rate is constant and the transition point of the symbols is widely distributed. The channel encoder is implemented only logic circuits and the circuit of the channel decoder is designed using the over-sampling method. The proper operation of the designed I/O interface circuit was verified using. HSPICE simulation with 0.6 m CMOS SPICE parameters. The simulation results indicate that the data transmission rate of the proposed circuit using 0.6 m CMOS technology is more than 200 Mbps/pin. We implemented the proposed circuit using Altera's FPGA and confimed the operation with the data transfer rate of 22.5 Mbps/pin.

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Composition of Corn Taffy Residue and Its Dietary Effects on Milk Production and Composition of Holstein Cows (엿밥의 조성 및 산유량과 유성분 조성에 미치는 영향)

  • Yang, Si-Yong;Kang, Chang-Won;Ahn, Gyu-Chul;Lee, Gang-Yeon;Lee, Jung-Il;Kim, Jeong-Hoon;Park, Keun-Kyu
    • Food Science of Animal Resources
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    • v.30 no.3
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    • pp.512-517
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    • 2010
  • This study was conducted to the evaluate nutritional value of corn taffy residue (CTR), a by-product from Korean traditional taffy, and to investigate the dietary effect of CTR on the yield and composition of milk from dairy cows. Relatively high concentrations of residual enzymes and sugars were found in CTR. Protein and fat concentrations were high, comparable to those of corn gluten meal. Inclusion of 1, 3, and 6% CTR in total mixed rations yielded more milk (p<0.05) than in the control group, and increased milk fat (p<0.05) in high-producing cows (approximately 30 kg). In low-producing cows, (approximately 20 kg), milk yield was increased by 1 and 6% CTR, and milk protein was enhanced by 3% CTR (p<0.05). Based on these results, utilization of CTR is recommended for production of high quality and economical animal products.

Mixed organic acids improve nutrients digestibility, volatile fatty acids composition and intestinal microbiota in growing-finishing pigs fed high-fiber diet

  • Li, Miao;Long, Shenfei;Wang, Qianqian;Zhang, Lianhua;Hu, Jiangxu;Yang, Jie;Cheng, Zhibin;Piao, Xiangshu
    • Asian-Australasian Journal of Animal Sciences
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    • v.32 no.6
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    • pp.856-864
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    • 2019
  • Objective: The objective of this study was to investigate effects of mixed organic acids (MOA) on nutrient digestibility, volatile fatty acids composition and intestinal microbiota in growing-finishing pigs fed high wheat bran diet. Methods: Six crossbred barrows ($Duroc{\times}Landrace{\times}Yorkshire$), with an average body weight $78.8{\pm}4.21kg$, fitted with T-cannulas at the distal ileum, were allotted to a double $3{\times}3$ Latin square design with 3 periods and 3 diets. Each period consisted of a 5-d adjustment period followed by a 2-d total collection of feces and then a 2-d collection of ileal digesta. The dietary treatments included a corn-soybean-wheat bran basal diet (CTR), mixed organic acid 1 diet (MOA1; CTR+3,000 mg/kg OA1), mixed organic acid 2 diet (MOA2; CTR+2,000 mg/kg OA2). Results: Pigs fed MOA (MOA1 or MOA2) showed improved (p<0.05) apparent total tract digestibility (ATTD) of gross energy, dry matter and organic matter, and pigs fed MOA2 had increased (p<0.05) ATTD of neutral detergent fiber compared to CTR. Dietary MOA supplementation decreased (p<0.05) pH value, and improved (p<0.01) concentrations of lactic acid and total volatile fatty acids (TVFA) in ileum compared to CTR. Pigs fed MOA showed higher (p<0.05) concentration of acetic acid, and lower (p<0.05) content of formic acid in feces compared to CTR. Pigs fed MOA1 had increased (p<0.05) concentration of TVFA and butyric acid in feces. Pigs fed MOA1 showed higher concentration of Lactobacillus and lower concentration of Escherichia in feces compared to CTR. Conclusion: Dietary supplementation of MOA 1 or 2 could improve nutrients digestibility, TVFA concentration and intestinal flora in growing-finishing pigs fed high fiber diet.