• Title/Summary/Keyword: DR system

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Development of a Recommender System for E-Commerce Sites Using a Dimensionality Reduction Technique (차원 감소 기법을 이용한 전자 상거래 추천 시스템)

  • Kim, Yong-Soo;Yum, Bong-Jin;Kim, Nor-Man
    • Journal of Korean Institute of Industrial Engineers
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    • v.36 no.3
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    • pp.193-202
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    • 2010
  • The recommender system is a typical software solution for personalized services which are now popular in e-commerce sites. Most of the existing recommender systems are based on customers' explicit rating data on items (e.g., ratings on movies), and it is only recently that recommender systems based on implicit ratings have been proposed as a better alternative. Implicit ratings of a customer on those items that are clicked but not purchased can be inferred from the customer's navigational and behavioral patterns. In this article, a dimensionality reduction (DR) technique is newly applied to the implicit rating-based recommender system, and its effectiveness is assessed using an experimental e-commerce site. The experimental results indicate that the performance of the proposed approach is superior or at least similar to the conventional collaborative filtering (CF)-based approach unless the number of recommended products is 'large.' In addition, the proposed approach requires less memory space and is computationally more efficient.

A Development of Attitude GPS/INS Integration System (자세 측정용 GPS/INS통합 시스템 개발)

  • Oh, Chun-Gyun;Lee, Jae-Ho;Seo, Hung-Seok;Sung, Tae-Kyung
    • Proceedings of the KIEE Conference
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    • 2001.07d
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    • pp.1984-1986
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    • 2001
  • In order to provided continuous solutions, latest developing navigation systems tend to integrate GPS receiver with INS or DR. Using the GPS carrier-phase measurements, an attitude GPS receiver with three antennas obtain the 3-dimensional attitude such as roll, pitch, and heading as well as position and velocity. With these angle measurements, in the attitude GPS/INS integrated system, attitude or gyro errors can be directly compensated. In this paper, we develop an integrated navigation system that combines attitude GPS receiver with INS. The performance of real-time integrated navigation system is determined by not only the implements of integration filter but also the synchronization of measurements. To meet these real-time requirements, the navigation software is implemented in multi-tasking structure in this paper. We also employ time-synchronization technique in the multi-sensor fusion. Experimental results show that the performance of the attitude GPS/INS integrated system is consistent even when cycle-slip occurs in carrier-phase measurements.

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CRF Based Intrusion Detection System using Genetic Search Feature Selection for NSSA

  • Azhagiri M;Rajesh A;Rajesh P;Gowtham Sethupathi M
    • International Journal of Computer Science & Network Security
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    • v.23 no.7
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    • pp.131-140
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    • 2023
  • Network security situational awareness systems helps in better managing the security concerns of a network, by monitoring for any anomalies in the network connections and recommending remedial actions upon detecting an attack. An Intrusion Detection System helps in identifying the security concerns of a network, by monitoring for any anomalies in the network connections. We have proposed a CRF based IDS system using genetic search feature selection algorithm for network security situational awareness to detect any anomalies in the network. The conditional random fields being discriminative models are capable of directly modeling the conditional probabilities rather than joint probabilities there by achieving better classification accuracy. The genetic search feature selection algorithm is capable of identifying the optimal subset among the features based on the best population of features associated with the target class. The proposed system, when trained and tested on the bench mark NSL-KDD dataset exhibited higher accuracy in identifying an attack and also classifying the attack category.

하부전극 물질에 따른 CdTe박막 증착과 그에 따른 전기적 특성 평가

  • Kim, Dae-Guk;Sin, Jeong-Uk;Lee, Yeong-Gyu;Kim, Seong-Heon;Lee, Geon-Hwan;Nam, Sang-Hui
    • Proceedings of the Korean Vacuum Society Conference
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    • 2012.08a
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    • pp.327-328
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    • 2012
  • 의료분야의 진단 방사선 장비는 초기의 필름방식 및 카세트에서 진보되어 현재는 디지털방식의 DR (Digital Radiography)이 널리 사용되며 이에 관한 연구개발이 활발히 진행 되고 있다. DR은 일반적으로 직접방식과 간접방식으로 나눌 수 있다. 직접방식의 원리는 X선을 흡수하면 전기적 신호를 발생 시키는 광도전체(Photoconductor)를 사용하여 광도전체 양단 전극에 전압을 인가하여 전기장을 유도한 가운데, X선을 조사하면 광도전체 내부에서 전자-전공쌍(Electron-hole pair)이 생성된다. 이것은 양단에 유도된 전기장의 영향으로 전자는 +극으로, 전공은 -극으로 이동하여 아래에 위치한 하부기판을 통하여 이미지로 변조된다. 간접방식은 X선을 흡수하면 가시광선으로 전환하는 형광체(Scintillator)를 사용하여 조사된 X선을 형광체에서 가시광선으로 전환하고, 이를 Photodiode와 같은 광변환소자로 전기적 신호로 변환하여 방사선을 검출하는 방식을 말한다. 본 연구에서는 직접방식에서 이용되는 광도전체 중 흡수효율이 높고 Mobility가 뛰어난 CdTe를 선정하여 PVD (Physical vapor deposition)방식으로 300 m의 두께를 목표로 하여 증착을 진행하였다. Chamber의 진공도가 $2.5{\times}10^{-2}$ Torr로 도달 시점부터, Substrate와 Boat에 열을 가하였다. Substrate온도는 $350^{\circ}C$, Boat온도는 $300^{\circ}C$도로 설정하여 11시간 동안 진행하였다. Substrate온도는 $303^{\circ}C$, Boat온도는 $297^{\circ}C$도부터 증착이 시작되어 선형적인 증가세 추이를 나타내어 Substrate 및 Boat온도가 설정 값에 도달 하였을 때, $25{\sim}34.4{\AA}/s$ 증착율을 나타내었다. 하부전극의 물질에 따른 CdTe증착 효율성 평가를 진행한 후, 그에 따른 전기적 특성을 알아보았다. 하부전극의 물질로는 ITO (Indium Tin Oxide), Parylene이 코팅 된 ITO, Au, Ag를 사용하였다. 하부전극의 물질 상단에 Thermal Evaporation System을 사용하여 CdTe를 증착한 후, Cdte 상단에 Au를 증착 시켜 민감도(Sensitivity)와 암전류(Dark current)를 측정하였다. 증착 결과 ITO와 Ag상단에 증착시킨 CdTe박막은 박리가 되었고, Au와 Parylene이 코팅 된 ITO에는 CdTe박막이 안정적이게 형성이 되었다. 이 두 샘플에 대하여 동일한 조건으로 민감도와 암전류를 측정 시, Parylene이 코팅된 ITO를 하부전극으로 사용한 CdTe박막은 0.1021 pA/$cm^2$의 암전류와 1.027 pC/$cm^2$의 민감도를 나타낸 반면, Au를 하부전극으로 사용한 CdTe박막은 0.0381 pA/$cm^2$의 암전류와 1.214 pC/$cm^2$의 민감도를 나타내어 Parylene이 코팅된 ITO보다 우수한 전기적 특성을 나타내었다. 따라서 Au는 CdTe박막 증착 시, 하부전극 기판으로서 뛰어난 특성을 나타내는 것을 알 수 있었다.

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Efficiency Analysis for Korean Trucking Companies based on the Data Envelopment Ananlysis(DEA) (DEA 모형을 이용한 국내 화물자동차운송업체의 상대적 효율성 분석)

  • Choi, Jong-Yeol;Park, Je-Hun
    • The Journal of the Korea Contents Association
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    • v.11 no.1
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    • pp.317-328
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    • 2011
  • Logistic system and methods of the transportation have been changed rapidly by the variety of the logistics environment. It is necessary to analyze the efficiency of Korean trucking companies for enhancing the competitive power and operating. This paper will describe the analysis of the efficiency of the trucking companies with DEA models. By the CCR and the BCC models, which are in parts of DEA model, the efficiency and RTS(Return To Scale) of forty two selected trucking companies were studied. It was also analyzed how the study the input-output variables were effected. And then, some of the forty two trucking companies were shown as the benchmark. As the result of analysis on the two models, seven companies won the score '1' on CCR model and seventeen companies on BCC model. Moreover, this study showed that reducing the total asset out of input variables, and raising the sales profit out of the output variables played a main role to increase the efficiency of the trucking companies highly.

Study on the Genetic Relationship between Korean Hemorrhagic Fever, Chronic Hepatitis and Histocompatibility Antigens(II) -(II) Study on the Genetic Relationship between Chronic Hepatitis and Histocompatibility Antigens- (한국형 출혈열 및 만성간염과 조직적합성 항원간의 유전적 관련성에 관한 연구(II) -(II) 만성간염과 조직적합성 항원간의 유전적 관련성에 관한 연구-)

  • Han, Hoon;Kim, Tae-Kyu;Rhyu, Moon-Gun;Lim, Byung-Uk;Kim, Gum-Ryong;Lee, Chong-Hoon;Kim, Boo-Sung;Kim, Ho-Youn;Yoon, Young-Suk;Bang, Byung-Kee;Min, Byong-Sok;Kim, Han-Hua;Park, Hee-Bong
    • The Journal of the Korean Society for Microbiology
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    • v.21 no.2
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    • pp.233-241
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    • 1986
  • Patients of chronic hepatic diseases(n=107) including chronic hepatitis caused by hepatitis B virus infections(n=31), liver cirrhosis(n=53), and hepatocellular carcinoma(n=23) were examined to ascertain genetic relationship between chronic hepatic diseases and histocompatibility antigen. Peripheral blood lymphocytes were separated from whole blood by the method of Ficoll/Hypaque gradient. Total 54 histocompatibility antigens(class I antigens: 41, class II antigens: 13) were analysed by performing of complement dependent microlymphocytotoxicity method using Terasaki's and Catholic Medical College tissue typing plates. HLA antigen frequencies were compared with those of 661 normal controls. The following results were obtained: 1. HLA antigen frequencies of HLA-Bw46, -Bw76, -Cw1, -Cw6, and HLA-DR8 in chronic hepatitis patients were shown to be higher than those in controls(P<0.01). 2. HLA antigen frequencies of HLA-Bw46, -Cw7(P<0.01), and HLA-B37, -Bw58, -Cw1, -MT1(P < 0.05) in liver cirrhosis patients were shown relatively higher frequencies than those in controls. 3. In patients with hepatocellular carcinoma, antigens of HLA-A1, -A26, -Cw3, -Cw7 and HLA-DR6 were dominantly detected. 4. There were negative associations with HLA-Cw4, and -DR4 in patients of chronic hepatic diseases(P < 0.05).

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Dose and Image Assessment according to Radiologic Factors Variation at Digital Humerus X-ray Examination (디지털 환경에서 Humerus 검사 시 촬영인자 변화에 따른 선량 및 화질 평가)

  • Kim, Seong Min;Hong, Seon Sook;Lee, Kwan Sup;Ha, Dong Yun
    • Korean Journal of Digital Imaging in Medicine
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    • v.14 no.2
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    • pp.1-8
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    • 2012
  • Purpose : We aim at presenting the optimum radiologic factor through the evaluation of dose variation and of image quality through the use of a grid in Humerus examination and the change of dose because of the change of radiologic factor. Materials and Methods : We divided it in 3 cases: when using a grid or not and when using IP(Image Plate) in a digital system. Also, as fixing kVp to 70kVp it changed mAs, and fixing mAs to 10 it changed kVp, we put up resolution chart and Burger rose phantom on the acrylic phantom of 7cm (the same level of Humerus) to evaluate the dose and image. We used Image J program to evaluate the quantitative resolution of the obtained image, and made the qualitative evaluation and statistical analysis of the image saved in PACS for 20 radiologic technologist with more than 10 years of experience in order of evaluate its contrast. We used SPSS10(SPSS Inc. Chicago, Illinois) for statistical analysis. Results : We observed the analytic result of resolution by the change of kVp that it was $4.539dGycm^2$ in 60kVp and $757.472dGycm^2$ in 75kVp, which increased about 64.6% of dose, while for the resolution it had the pixel value 30.7% better with 851 in 60kVp than 651 in 75kVp. Also, we analyzed the result of resolution by the change of mAs that it was $3.106dGycm^2$ in 5mAs, and $12.470dGycm^2$ in 20mAs, which increased about 400% of dose, while for the resolution DR had 678 in 5mAs, and 724 in 20mAs that increased about 6.8% of resolution. We made the qualitative evaluation of contrast by the change of kVp that DR showed the higher quality than CR, but the contrast by the change of kVp had no special different at the moment of visual evaluation, nor statistically significant difference(P>0.05). We observed the qualitative evaluation of contraste by the change of mAs that the contrast increased as DR increased mAs, and had statistically significant difference(P<0.05). On the other hand, CR had no significant difference for more than 10mAs nor statistically significant difference(P>0.05). Conclusion : In case of some patients with radiographic exposure by the repeated examination such as emergent patient or Follow up patient, they are considered to try to limit the use of a grid, to set kVp under 65kVp in fixed mode, to select less than 10mAs and to reduce the possibility of patient being bombed.

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Tumor Necrosis Factor-Related Apoptosis-Inducing Ligand Activates Pro-Survival Signaling Pathways, Nuclear Factor-${\kappa}B$ and Extracellular Signal-Regulated Kinase 1/2 in Trophoblast Cell Line, JEG-3

  • Ka Hakhyun
    • Reproductive and Developmental Biology
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    • v.29 no.2
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    • pp.101-108
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    • 2005
  • Tumor necrosis factor-related apoptosis inducing ligand (TRAIL) is a well-known inducer of apoptotic cell death in many tumor cells. 1RAIL is expressed in human placenta, and cytotrophoblast cells express 1RAIL receptors. However, the role of TRAIL in human placentas and cytotrophoblast cells is not. well understood. In this study a trophoblast cell line, JEG-3, was used as a model system to examine the effect of TRAIL. on key intracellular signaling pathways involved in the control of trophoblastic cell apoptosis and survival JEG-3 cells expressed receptors for 1RAIL, death receptor (DR) 4, DR5, decoy receptor (OcR) 1 and DeR2. Recombinant human TRAIL (rhTRAIL) did not have a cytotoxic effect determined by MIT assay and did not induce apoptotic cell death determined by poly-(ADP-ribose) polymerase cleavage assay. rhTRAIL induced a rapid and transient nuclear translocation of nuclear $factor-{\kappa}B(NF-{\kappa}B)$ determined by immunoblotting using nuclear protein extracts. rhTRAIL rapidly activated extracellular signal-regulated protein kinase (ERK) 1/2 as determined by immnoblotting for phospho-ERK1/2. However, c-Jun N-terminal kinase (JNK), p38 mitogen-activated protein kinase (p38MAPK) and Akt (protein kinase B) were not activated by rhTRAIL. The ability of 1RAIL to induce $NF-{\kappa}B$ and ERK1/2 suggests that interaction between TRAIL and its receptors may play an important role in trophoblast cell function during pregnancy.

Population-Based Cervical Screening Outcomes in Turkey over a Period of Approximately Nine and a Half Years with Emphasis on Results for Women Aged 30-34

  • Sengul, Demet;Altinay, Serdar;Oksuz, Hulya;Demirturk, Hanife;Korkmazer, Engin
    • Asian Pacific Journal of Cancer Prevention
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    • v.15 no.5
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    • pp.2069-2074
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    • 2014
  • Purpose: To appraise the frequency of cervical cytological abnormalities in a population at normal risk via analysing the archive records of cytology for the period of approximately 9,5 years, comparing them with patient demographic charecteristics, and discuss the results for women under age of 35. Materials and Methods: A total of 32,578 cases of Pap smears were retrieved and analysed from our archive included the Pap tests performed between January 2001 and April 2010 at the Early Cancer Screening, Diagnosing and Education Center by the consent of three pathologists via utilizing the Bethesda System Criteria 2001 and the results were compared with some demographical characteristics. Results: Our rate of the cervical cytological abnormality was 1.83%, with ASCUS in 1.18%, LSIL in 0.39, HSIL in 0.16%, AGUS in 0.07%, squamous cell carcinoma in 0.02%, and adenoarcinoma in 0.006%. Cytological abnormalities were detected mostly in those with higher age, lower parity, and premenopausal period whereas the smoking status was without influence. Bacterial vaginosis (5.6%) was the most frequent infectious finding (Candida albicans 2.7%; Actinomyces sp. 1.3%; and Trichomonas vaginalis 0.2%) detected on the smears. The rate of abnormal cervical cytology was 9.5% among the women aged between 30-34. Conclusions: Early detection of the cervical abnormalities by means of the regular cervical cancer screening programmes is useful to attenuate the incidence, mortality, and morbidity of cervical cancer. Our prevalence of the cytological abnormalities was much lower than the one in Western populations in general but very similar to those reported from other Islamic countries that may be explained by the conservative lifestyle and the lower prevalence of HPV in Turkey. A remarkable rate of abnormal cervical cytology of women aged 30-34 was pointed out in the present study.

Panax ginseng Extract as Protectant in Mercuric Chloride Induced Alterations in Protein Biochemistry in the Serum of Albino Rats

  • Mahour, K.;Saxena, Prabhu-N.;Kumar, Ashok
    • Journal of Ginseng Research
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    • v.30 no.3
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    • pp.106-111
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    • 2006
  • Adverse changes in individual's biochemistry under heavy metal stress are directly linked with its metabolic activity and health status. The present investigation highlights the differences in protecting role of Panax ginseng extract against mercuric chloride induced alterations in serum proteins. The assessment was based on dividing fifty albino rats into two sets, one for acute and the other for sub-acute study. All the sets had five groups with five albino rats in each i.e. control group, mercuric chloride treated group, Panax ginseng extract treated group, mercuric chloride followed by Panax ginseng extract treated group and Panax ginseng extract followed by mercuric chloride treated group. Mercuric chloride was given orally 0.926 mg/kg body weight for acute set and 0.044 mg/kg body weight for sub-acute set after LD50 (9.26 mg/kg body weight) determination by probitt analysis. 10 mg/kg body weight Panax ginseng extract was given in both acute and sub-acute sets after incorporating safety trials. The control group received tween-20 and distilled water only. The result exhibited significantly reduction (P<0.01) in serum protein, albumin and globulin following mercuric chloride intoxication whereas significant (P<0.01) enhancement in other groups with Panax ginseng extract as an ingredient confirming its protective role. All serum samples were also electrophoresed in 10% SDS with standard marker using discontinuous buffering system. Gradual disappearance of alpha-2 and beta-1 globulin bands from electrophoretic pattern was observed, while a single sharp band was observed between beta-2 and gamma globulin in serum protein pattern of acutely mercuric chloride treated rats. However, this band could not be visualized in sub-acute studies. Panax ginseng extract exhibits a better protection after acute intoxication.