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Design of Face Recognition algorithm Using PCA&LDA combined for Data Pre-Processing and Polynomial-based RBF Neural Networks (PCA와 LDA를 결합한 데이터 전 처리와 다항식 기반 RBFNNs을 이용한 얼굴 인식 알고리즘 설계)

  • Oh, Sung-Kwun;Yoo, Sung-Hoon
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.61 no.5
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    • pp.744-752
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    • 2012
  • In this study, the Polynomial-based Radial Basis Function Neural Networks is proposed as an one of the recognition part of overall face recognition system that consists of two parts such as the preprocessing part and recognition part. The design methodology and procedure of the proposed pRBFNNs are presented to obtain the solution to high-dimensional pattern recognition problems. In data preprocessing part, Principal Component Analysis(PCA) which is generally used in face recognition, which is useful to express some classes using reduction, since it is effective to maintain the rate of recognition and to reduce the amount of data at the same time. However, because of there of the whole face image, it can not guarantee the detection rate about the change of viewpoint and whole image. Thus, to compensate for the defects, Linear Discriminant Analysis(LDA) is used to enhance the separation of different classes. In this paper, we combine the PCA&LDA algorithm and design the optimized pRBFNNs for recognition module. The proposed pRBFNNs architecture consists of three functional modules such as the condition part, the conclusion part, and the inference part as fuzzy rules formed in 'If-then' format. In the condition part of fuzzy rules, input space is partitioned with Fuzzy C-Means clustering. In the conclusion part of rules, the connection weight of pRBFNNs is represented as two kinds of polynomials such as constant, and linear. The coefficients of connection weight identified with back-propagation using gradient descent method. The output of the pRBFNNs model is obtained by fuzzy inference method in the inference part of fuzzy rules. The essential design parameters (including learning rate, momentum coefficient and fuzzification coefficient) of the networks are optimized by means of Differential Evolution. The proposed pRBFNNs are applied to face image(ex Yale, AT&T) datasets and then demonstrated from the viewpoint of the output performance and recognition rate.

Study on Characteristics of Personality on Neck Pain Patients (항통(項痛) 환자의 체질 및 성격특성 연구)

  • Kim, Kwang-Ho;Kim, Yoon-Seok;Lee, Soon-Yee;Kim, Jin-Woo;Lee, Ji-Young;Lee, Jong-Hwa;Kim, Tae-Heon;Lyu, Yeoung-Su;Kang, Hyung-Won
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.20 no.6
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    • pp.1769-1773
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    • 2006
  • This study is attempted to analyze characteristics of personality by Minnesota Multiphasic Personality Inventory responses in Neck Pain patients. 21 Neck Pain patients and 28 control group were tested by MMPI and QSCC II. It is analyzed by one-way ANOVA, chi-square test, t-test, Duncan method is used as ex-post test. 21 Neck Pain patients were classified into three constitutions by QSCC II. There were 8 of Soyangin(38.1%), 2 of Soeumin(9.5%) and 11 of Taeumin(52.4%)> In the analysis of personality disorder scale of MMPI, the difference was not valid by constitution. In the analysis of personality disorder scale of MMPI, Neck Pain patients group showed higher scores than control group in ANT, CPS, PAG, PAR, DEP, STY, AVD, SZD scale.

A study of lapsed donors' characteristics and giving behavior (기부중단자의 특성 및 기부행위에 관한 연구)

  • Jeong, Jeong-ho;Kim, Mi-hee
    • Korean Journal of Social Welfare Studies
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    • no.37
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    • pp.241-266
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    • 2008
  • Individual donors that are the social and financial base of organization finance are divided into prospect, current donors and lapsed donors. This study might be the first efforts in Korea, to reveal the characteristics and behavior of lapsed donors. We found that major reasons of giving lapse were financial inabilities and interest of other cause. However, many lapsed donors didn't give any more but moved to another nonprofit organization for donation. Moreover, their trust of ex-nonprofit organization has effected their decision to donate to other nonprofit organizations again or not. Therefore, donor services that improve donors' trust is important to maintain nonprofit sector' donor basis.

Toxicity Assessment of Pb or Cd Contaminated Sediments Amended with Birnessite or Hydroxyapatite (Birnessite와 Hydroxyapatite에 의한 납과 카드뮴 오염퇴적토의 독성저감 평가)

  • Lee, Seung-Bae;Jung, Jae-Woong;Kim, Young-Jin;Nam, Kyoung-Phile
    • Journal of Soil and Groundwater Environment
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    • v.17 no.4
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    • pp.1-8
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    • 2012
  • The success of stabilization treatment in heavy metal contaminated sediment depends on the heavy metal bioavailability reduction through the sequestration of the heavy metals. This study was performed to assess the changes in the bioavailability of Pb or Cd in the Pb or Cd contaminated sediments by using birnessite and hydroxyapatite as stabilizing agents. The toxicity tests were carried out using a microorganism (Vibrio fischeri), an amphipod (Hyalella azteca) and an earthworm (Eisenia foetida). With Vibrio fischeri, the toxicities of both Pb and Cd were reduced by more than ten times in the presence of birnessite and hydroxyapatite compared to that of in the absence of birnessite and hydroxyapatite. The concentrations of Pb and Cd in the contaminated sediments were lethal to Hyalella azteca, however, in the presence of birnessite and hydroxyapatite more than 90%, on average, of Hyalella azteca survived. With Eisenia foetida, the bioaccumulated concentrations of both Pb and Cd were reduced by more than 75%, on average, lower with the addition of birnessite and hydroxyapatite to the contaminated sediments. These results show that the addition of birnessite and hydroxyapatite can reduce the bioavailability of Pb and Cd in contaminated sediments. In addition, the in situ and ex situ performance of birnessite and hydroxyapatite as stabilizing agents can be verified using the toxicity tests with Hyalella azteca and Eisenia foetida, respectively.

The Effect of CaO2 Application on the Change of Sedimentary Phosphorus Fraction and Water Quality (CaO2 적용에 따른 퇴적물의 P fraction 변화와 수질에 미치는 영향)

  • Kim, Beom-geun;Khirul, Md Akhte;Kwon, Sung-Hyun
    • Journal of Environmental Science International
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    • v.28 no.5
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    • pp.511-520
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    • 2019
  • This study was investigated to improve the phosphorus release and water quality by transformation of sedimentary P fraction for application of $CaO_2$. For the experiment, 0.5% (w/w) of $CaO_2$ was homogenized in the sediment and incubated with the control for 20 days. The analytical results showed that pH increased with $CaO_2$ and redox potential (ORP) was improved in the sediment of the reactor. The growth rate of chlorophyll-a was lower in the $CaO_2$ reactor and Dissolved Oxygen (DO) of overlying water maintained higher than that of the control. Total phosphorus (T-P) concentration in the overlying water increased from the initial concentration to 0.304mg/L in the control at 20 days. The reactor of $CaO_2$ was lowered by 29.3%. Ex-P, Fe-P and Ca-P in sediment P fraction were increased with the $CaO_2$. The formation of bound Fe-P and Ca-P in the sediments seemed to control the release of P by removing the Soluble Reactive Phosphorus (SRP) presented in the pore water. From the result, this indicated that the reduction of P release from the sediments seems to be effective in suppressing the eutrophication of P and improving the oxygen condition in the water quality with the application of $CaO_2$.

A Study on "Wittgenstein" Album (비트겐슈타인(Wittgenstein)앨범에 관한 고찰)

  • Kim, Jun-Soo;Cho, Tae-seon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.3
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    • pp.374-380
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    • 2021
  • Band Wittgenstein is a relatively band-shaped team since Shin Hae-Chul's previous big band "Next." The album, which features Shin Hae-Chul's unique lyrics and specific concepts, is also similar to the Next albums. However, there is a difference in sounds used on the album that are properly fused sampling based work and computer music. This album is a low-budget home recording album produced at a total cost of 3 million won. Shin Hae-Chul was in charge of the main vocals and programming, and all of the works were done together by the band members. In this album, Shin Hae-Chul focused on teamwork rather than producing his own music. The low budget could have been a constraint on music production, but it must be highly appreciated for it being a novel attempt. Musicians who create music always create conflicts between their favorite music and popular ones. However, without creative efforts, there is no evolution or development in the music industry. It is clear that constant changes can continue to develop musical ability, which leads to the development of Korean pop music.

Yield and Fruit Quality of Hardy Kiwifruit (Actinidia arguta) as Affected by the Length of Fruit Bearing Mother Branches in T-Trellis Cultivation (T덕형을 활용한 다래 재배에서 결과모지 전정 길이에 따른 수확량 및 열매 특성 분석)

  • Jiae Seo;Hanna Shin;Moon Sup Kim;Young Ki Kim;Jeong Ho Song
    • Proceedings of the Plant Resources Society of Korea Conference
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    • 2020.08a
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    • pp.58-58
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    • 2020
  • 다양한 품종이 개발되어 재배되고 있는 다래(Actinidia arguta (Siebold & Zucc.) Planch. ex Miq.)의 재배유형이 T덕형과 평덕형으로 나누어지고, 덕 형태 및 품종에 따라 다래의 생육 양상에 차이가 있음에도 불구하고 결과모지 길이를 15cm 길이의 단일한 형태로 전정해 왔다. 본 연구에서는 T덕형을 활용한 다래 재배에서 품종별로 수확량을 증대하면서 과실 품질을 향상시킬 수 있는 적정한 결과모지 길이를 결정하고자 하였다. 이를 위해 국립산림과학원에서 개발한 '새한', '대성' '칠보' 및 '오텀센스' 등 4품종을 대상으로 하여 결과모지 길이가 15, 30 및 50cm가 되도록 전정하였다. 동일한 방법으로 재배한 후 수확기인 9월에 수확량 및 열매 특성을 조사하였다. 그 결과 품종과 가지수, 결과지의 수와 미결실지 수, 열매 무게, 총 수확량 에서 유의한 차이가 있었고, 전정 길이에 따라서는 총 착과 수, 열매 무게 및 총 수확량에서 차이가 있었다. 모든 품종에서 결과모지 길이가 길어질수록 총 수확량은 증가하였으며, 총 수확량은 품종에 따라 2~7배까지 증가하는 경향을 보였다. 결과모지 전정은 '새한', '대성' 및 '오텀센스'는 50cm 전정에서 칠보는 30cm 전정에서 생산량 및 품질특성이 우수하였다.

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Analysis of Molecular Diversity in Castanopsis sieboldii with Felt Disease Caused by Septobasidium sp. (Septobasidium sp.에 의한 구실잣밤나무 고약병의 분자학적 다양성 분석)

  • Geon-Woo Lee;Sang-Tae Seo;Byeongjin Cha;Sang-Sub Han
    • Research in Plant Disease
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    • v.29 no.4
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    • pp.420-424
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    • 2023
  • In 2020, within the Dongbaekdongsan area in Jeju Island, a Septobasidium sp. associated with a felt disease in Castanopsis sieboldii (Makino) Hatus. ex T. Yamaz. & Mashiba was identified. The symptom included the presence of brown, thin, and silk-like mycelial mats attached to the tree's bark, displaying variations in size from large to small. To induce hyphal growth, the samples collected were incubated in a moist chamber, and the newly formed hyphae were subjected to genomic DNA extractions. The nucleotide sequences of the internal transcribed spacer and small subunit rDNA genes were determined, and molecular characteristics among the isolates were investigated through polymerase chain reaction-based restriction fragment length polymorphism analysis. This Septobasidium sp. exhibited distinct morphological and phylogenetic features compared to those that were previously reported in South Korea. Consequently, this strain is taxonomically classified as a provisionally novel species of Septobasidium. Furthermore, the observed felt disease exhibited a high degree of host specificity, as it was exclusively identified in C. sieboldii without occurrence in other tree species at the time of observation.

TCF4-Targeting miR-124 is Differentially Expressed amongst Dendritic Cell Subsets

  • Sun Murray Han;Hye Young Na;Onju Ham;Wanho Choi;Moah Sohn;Seul Hye Ryu;Hyunju In;Ki-Chul Hwang;Chae Gyu Park
    • IMMUNE NETWORK
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    • v.16 no.1
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    • pp.61-74
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    • 2016
  • Dendritic cells (DCs) are professional antigen-presenting cells that sample their environment and present antigens to naïve T lymphocytes for the subsequent antigen-specific immune responses. DCs exist in a range of distinct subpopulations including plasmacytoid DCs (pDCs) and classical DCs (cDCs), with the latter consisting of the cDC1 and cDC2 lineages. Although the roles of DC-specific transcription factors across the DC subsets have become understood, the posttranscriptional mechanisms that regulate DC development are yet to be elucidated. MicroRNAs (miRNAs) are pivotal posttranscriptional regulators of gene expression in a myriad of biological processes, but their contribution to the immune system is just beginning to surface. In this study, our in-house probe collection was screened to identify miRNAs possibly involved in DC development and function by targeting the transcripts of relevant mouse transcription factors. Examination of DC subsets from the culture of mouse bone marrow with Flt3 ligand identified high expression of miR-124 which was able to target the transcript of TCF4, a transcription factor critical for the development and homeostasis of pDCs. Further expression profiling of mouse DC subsets isolated from in vitro culture as well as via ex vivo purification demonstrated that miR-124 was outstandingly expressed in CD24+ cDC1 cells compared to in pDCs and CD172α+ cDC2 cells. These results imply that miR-124 is likely involved in the processes of DC subset development by posttranscriptional regulation of a transcription factor(s).

DEU-7 Derived from Ulmus macrocarpa Improved Immune Functions in Cyclophosphamide-treated Mice (면역억제 마우스 모델에서 왕느릅나무 유래 DEU-7의 면역기능 증강)

  • Kang, Kyung-Hwa;Go, Ji Su;Lee, Inhwan;Lee, Sang Ho;Lee, Sung Do;Kim, Deok Won;Lee, Jong-Hwan;Hwang, HyeJin;Hyun, Sook Kyung;KIM, Byoung Woo;Kim, Chul Min;Chung, Kyung Tae
    • Journal of Life Science
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    • v.25 no.10
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    • pp.1156-1163
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    • 2015
  • The present study investigated the immunomodulatory properties of four different medicinal plants in a cyclophosphamide-treated Balb/c mouse model. One of the four plants, Ulmus macrocarpa, showed partial resistance against immune suppression induced by cyclophosphamide. The bark of U. macrocarpa, commonly known as the Chinese elm, has been used as a pharmaceutical material in Korean traditional medicine to treat bacterial inflammation and induce wound healing. In this study, water extract of U. macrocarpa, named DEU-7, was used for its immunomodulating functional activity. DEU-7 increased the weight of the spleen and the number of splenocytes but did not significantly affect the liver, kidney, and thymus in vivo. A splenocyte viability assay confirmed that DEU-7 influenced ex vivo splenocyte survival. DEU-7 also increased the levels of cytokines, such as IL-2 and IL-4, and immunoglobulins, such as IgM, IgG, and IgA. These results indicated that DEU-7 is involved in the activation of T and B lymphocytes. In addition, DEU-7 was able to maintain the production of cytokines, such as TNF-α, IL-12, and IFN-γ, in the condition of cyclophosphamide-induced immune suppression, suggesting that DEU-7 activated innate immune cells, even under immune suppression. We concluded that DEU-7 aids immunological homeostasis, thereby preventing immune suppression, and aids both innate and adaptive immune response by maintaining the levels of various cytokines and immunoglobulins. Consequently, it is worth investigating the potential of DEU-7 as a supplemental source for immune-enhancing agents.