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Abnormal Data Augmentation Method Using Perturbation Based on Hypersphere for Semi-Supervised Anomaly Detection (준 지도 이상 탐지 기법의 성능 향상을 위한 섭동을 활용한 초구 기반 비정상 데이터 증강 기법)

  • Jung, Byeonggil;Kwon, Junhyung;Min, Dongjun;Lee, Sangkyun
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.32 no.4
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    • pp.647-660
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    • 2022
  • Recent works demonstrate that the semi-supervised anomaly detection method functions quite well in the environment with normal data and some anomalous data. However, abnormal data shortages can occur in an environment where it is difficult to reserve anomalous data, such as an unknown attack in the cyber security fields. In this paper, we propose ADA-PH(Abnormal Data Augmentation Method using Perturbation based on Hypersphere), a novel anomalous data augmentation method that is applicable in an environment where abnormal data is insufficient to secure the performance of the semi-supervised anomaly detection method. ADA-PH generates abnormal data by perturbing samples located relatively far from the center of the hypersphere. With the network intrusion detection datasets where abnormal data is rare, ADA-PH shows 23.63% higher AUC performance than anomaly detection without data augmentation and even performs better than the other augmentation methods. Also, we further conduct quantitative and qualitative analysis on whether generated abnormal data is anomalous.

Microbial profiling of peri-implantitis compared to the periodontal microbiota in health and disease using 16S rRNA sequencing

  • Hyun-Joo Kim;Dae-Hee Ahn;Yeuni Yu;Hyejung Han;Si Yeong Kim;Ji-Young Joo;Jin Chung;Hee Sam Na;Ju-Youn Lee
    • Journal of Periodontal and Implant Science
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    • v.53 no.1
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    • pp.69-84
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    • 2023
  • Purpose: The objective of this study was to analyze the microbial profile of individuals with peri-implantitis (PI) compared to those of periodontally healthy (PH) subjects and periodontitis (PT) subjects using Illumina sequencing. Methods: Buccal, supragingival, and subgingival plaque samples were collected from 109 subjects (PH: 30, PT: 49, and PI: 30). The V3-V4 region of 16S rRNA was sequenced and analyzed to profile the plaque microbiota. Results: Microbial community diversity in the PI group was higher than in the other groups, and the 3 groups showed significantly separated clusters in the buccal samples. The PI group showed different patterns of relative abundance from those in the PH and PT groups depending on the sampling site at both genus and phylum levels. In all samples, some bacterial species presented considerably higher relative abundances in the PI group than in the PH and PT groups, including Anaerotignum lactatifermentans, Bacteroides vulgatus, Faecalibacterium prausnitzii, Olsenella uli, Parasutterella excrementihominis, Prevotella buccae, Pseudoramibacter alactolyticus, Treponema parvum, and Slackia exigua. Network analysis identified that several well-known periodontal pathogens and newly recognized bacteria were closely correlated with each other. Conclusions: The composition of the microbiota was considerably different in PI subjects compared to PH and PT subjects, and these results could shed light on the mechanisms involved in the development of PI.

무우에 있어서의 효소 단백질에 의한 연마군 및 궁중군의 다형적 변이에 관하여 ( 대근における효소タンパクによる연마군と궁종군の다형적변이について )

  • 박상용
    • Korean Journal of Plant Resources
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    • v.2 no.2
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    • pp.312-318
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    • 1989
  • 가을무우의 궁중 무우 6품종 및 연마무우 4품종에 관하여 Acp, NDH 및 IDH의 다형적변이를 조사하였다. 1. Acp에서는 7개의 Band가 (PH 7.0~8.0),NH에서는 2개의 Band가 (PH7.5~8.0) IDH에서는 3개의 Band가 (PH 5.0~6.0) 검출되었다. 2.Acp-1, -2, -3, -5 및 -6의 band, NDH-2의 Band 및 IDH-2의 Band 가 전품조에서 고정적인 Band로 검축되었다. 3.궁중군에서는 NDH-1, Acp-4 의 Band가 전혀 검출되지 않았다. 4. 다형적인 변이가 보여진 Acp-4 및 -7, NDH-1, IDH-1 및 -3의 5가지의 Band에서 품종판별로 Marker로 활용할 수 있음이 밝혀졌다.

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Analysis of 3-phase Induction Motor considering Current Regulator using DQ Transformation with Matrix Vector

  • Hong, Sun-Ki;Na, Yoo-Chung
    • Journal of international Conference on Electrical Machines and Systems
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    • v.3 no.2
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    • pp.116-120
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    • 2014
  • 3-phase Induction machines are being used in industry and dq transformation from 3 phase of a, b, c is commonly used to analyze these machines. The equivalent circuits of d and q axis are however generally cross coupled and not simple to analyze. In this study, an analysis method of 3ph induction motor considering current regulator using dq transformation and matrix vector is proposed and it can explain the 3ph induction motor physically. This model does not need the separating process of d and q components. With this technique, the model becomes simple, is easy to understand in physical, and can get the same results with those from the other dq models. These simulation results of the proposed model are compared with those of other models for the conformation of the proposed method.

Statistical Analysis of Ion Components in Rainwater (濕性大氣成分에 對한 統計的解析)

  • 李敏熙;韓義正;元良洙;辛燦基
    • Journal of Korean Society for Atmospheric Environment
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    • v.2 no.1
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    • pp.41-54
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    • 1986
  • Methods used for averaging PH's of rainwater and site representation have been studied, Statistical analysis was attempted regarding effects of ionic components on PH's utilizing 847 data altogether obtained in two years, 1984 and 1985. The outcome of the study may be assumarized as follows: 1. Methods for Averaging PH Volume weighted method is considered to be acceptable providing that precipitation is measured at the same time when the samples are taken. Without precipitation data a simple averaging method should be the next choice. 2. Site Representation A statistical method used for optimizing a monitoring newtork was applied using the data collected. Because of a limited number of data, no discernible conclusion can be reached suggesting that the method can serve as a good guide when the data base becomes more reliable. 3. A good correlation appears to exist betwen conductivities and ionic components in rainwater. It would, therefore, be possible to certain extend to estimate ionic concentrations from conductivity measurements by correlation equations. 4. The acidity of rainwater is effected by $SO_4^{2-}, NO_3^-, Cl^- and NH_4^+ with SO_4^{2-}$ being the most significant as demonstrated by standardized regression analysis.

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Study on Morphology of Dendritic Silsesquioxane (G3-9Ph) LB Films Deposited on HOPG (HOPG 기판 위에 누적된 Dendritic Silsesquioxane (G3-9Ph) LB 박막의 모폴로지 분석)

  • Sung, Gi-Chan;Lee, Ji-Yoon;Shin, Dae-Sik;Kim, Chung-Kyun;Kwon, Young-Soo
    • Proceedings of the KIEE Conference
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    • 2009.07a
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    • pp.1234_1235
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    • 2009
  • The Langmuir-Blodgett (LB) method has been one of the most suitable techniques for fabricating organic thin films with well-controlled structures, compositions and thickness at the molecular level. We investigated the surface activity of dendrimer films at air-water interface by $\pi$-A isotherm. Also, we attempted to fabricate a G3-9Ph dendritic silsequioxane LB films. And their surface morphologies were observed by atomic force microscopy (AFM).

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Expression Analysis of phbC Coding for Poly-3-hydroxybutyrate (PHB) Synthase of Rhodobacter sphaeroides

  • Kho, Dhong-Hyo;Yang, Jai-Myung;Kim, Kun-Soo;Lee, Jeong-Kug
    • Journal of Microbiology and Biotechnology
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    • v.11 no.2
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    • pp.310-316
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    • 2001
  • Poly-3-hydroxybutyrate (PHB) synthase catalyzed the last enzymic step to synthesize the intracellular PHB of Rhodobacter sphaeroides. No PHB was detected when the phbC coding for PhB synthase was interrupted, and its expression was regulated at the level of transcription. The cellular PHB content increased about four- to six-fold during the growth transition from the exponential to the early stationary phase under both aerobic and photoheterotrophic conditions. The PHB content during the aerobic growth seemed to be determined by the PhB synthase activity. However, the PHB synthase activity of photoheterotrophically grown cells did not correlate with the PhB content, suggesting a photoheterotrophic regulation different from the aerobic control. Thus, the PHB content of R. sphaeroides was regulated at the transcription level only under aerobic conditions.

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M/PH/1 QUEUE WITH DETERMINISTIC IMPATIENCE TIME

  • Kim, Jerim;Kim, Jeongsim
    • Communications of the Korean Mathematical Society
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    • v.28 no.2
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    • pp.383-396
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    • 2013
  • We consider an M/PH/1 queue with deterministic impatience time. An exact analytical expression for the stationary distribution of the workload is derived. By modifying the workload process and using Markovian structure of the phase-type distribution for service times, we are able to construct a new Markov process. The stationary distribution of the new Markov process allows us to find the stationary distribution of the workload. By using the stationary distribution of the workload, we obtain performance measures such as the loss probability, the waiting time distribution and the queue size distribution.

Exciton Dynamics and Device Lifetime of Phosphorescent dye doped Polymer Light Emitting Diodes

  • Kim, Jang-Joo;Jeong, W.I.;An, Cheng-Guo;Kang, J.W.
    • Proceedings of the Polymer Society of Korea Conference
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    • 2006.10a
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    • pp.166-166
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    • 2006
  • The photoluminescence (PL) efficiency of $Ir(ppy)_{3}$:PVK is lower than $Ir(ppy)_{3}$:CBP for the whole range of doping concentration and this low PL efficiency can be a reason of the lower efficiency of PhPLED than PhOLED. The lower efficiency is originated from the large bi-excitonic quenching such as the triplet-triplet annihilation. The PhPLEDs showed very short lifetime. The short lifetime was found to be originated from the instability of the doubly reduced $Ir(ppy)_{3^{-2}}$. The double reduction takes place because of the low electron mobility of PVK and large energy difference of LUMO level between PVK and $Ir(ppy)_{3}$.

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Reaction Properties of Dinuclear Metallocenes

  • Noh Seok-Kyun;Jeong Eung-Yeong;Qei Duang Huang Dan;Lyoo Won-Seok
    • Proceedings of the Polymer Society of Korea Conference
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    • 2006.10a
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    • pp.224-225
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    • 2006
  • The Ethylene polymerization behavior of a series of polymethylene bridged dinuclear CGC $[Zr({\eta}^{5}:{\eta}^{1}-C_{9}H_{5}SiMe_{2}NCMe_{3})Me_{2}]_{2}[(CH_{2})_{n}]\;[_{n}=6(1),\;9(2),\;12(3)]$ in the cocatalytic activation with $Ph_{3}C^{+}B^{-}(C_{6}F_{5})_{4}\;(B_{1})\;or\;Ph_{3}C^{+}(C_{6}F_{5})_{3}B^{-}C_{6}F_{4}B^{-}(C_{6}F_{5})_{3}Ph_{3}C^{+}\;(B_{2})\;or\;B(C_{6}F_{5})_{3}\;(B_{3})$ were investigated to study the nuclearity effects as well as the counteranion effects. The ethylene polymerization and ethylene/1-hexene copolymerization were conducted at $30^{\circ}C$ It was found that both in ethylene polymerization and ethylene/1-hexene copolymerization, activities increased in the order of 1 < 2 < 3, which indicates the presence of longer bridge between two active sites contributes more efficiently to facilitate the polymerization activity.

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