• Title/Summary/Keyword: Unusual-behavior

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Study of Machine Learning Method for Anormaly Detection Using Multivariate Gaussian Distribution in LPWA Network Environment (LPWA 네트워크 환경에서 다변량 가우스 분포를 활용하여 이상탐지를 위한 머신러닝 기법 연구)

  • Lee, Sangjin;Kim, Keecheon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2017.05a
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    • pp.309-311
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    • 2017
  • With the recent development of the Internet (IoT) technology, we have come to a very connected society. This paper focuses on the security aspects that can occur within the LPWA Network environment of the Internet of things, and proposes a new machine learning method considering next generation IPS / IDS that can detect and block unexpected and unusual behavior of devices.

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A Generalized Viscoplasticity Theory Based on Overstress (과응력에 기초하여 일반화된 점소성 이론)

  • Ho, Kwang-Soo
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.26 no.10
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    • pp.1953-1960
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    • 2002
  • The viscoplasticity theory based on overstress, one of the unified state variable theories, is generalized to model zero (no influence of loading rate) and negative (flow stress decreases with loading rate) as well as positive (flow stress increases with loading rate) rate sensitivity in a consistent way. On the basis of the long-time asymptotic solution the different types of rate sensitivity are classified with respect to an augmentation function that is introduced in the evolution law fur a state variable equilibrium stress. The theory predicts normal relaxation and creep behaviors even if unusual rate sensitivity is modeled. The constitutive model fir the behavior of a modified 9Cr-1 Mo steel at various temperatures is then compared with experimental data found in the literature.

Effect of Residual Binder on Grain Growth during Sintering of $Pb(Mg_{1/3}Nb_{2/3})O_3-PbTiO_3$

  • Yun, Jung-Yeul;Jang, Wook-Kyung;Jeon, Jae-Ho;L.Kang, Suk-Joong
    • Proceedings of the Korean Powder Metallurgy Institute Conference
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    • 2006.09a
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    • pp.209-210
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    • 2006
  • Organic binders are usually pre-mixed with ceramic powders to enhance the formability during the shape forming process. These binders, however, must be eliminated before sintering in order to avoid pore formation and unusual grain growth during sintering. The present work was performed to investigate the effects of residual binder on grain growth behavior during sintering of $Pb(Mg_{1/3}Nb_{2/3})O_3-PbTiO_3$ piezoelectric ceramics. The microstructures of sintered samples were examined for various thermal processes and atmosphere at debinding. Addition of binder seems to promote abnormal grain growth especially in incompletely debinded regions and to make the grain shape change from corner-rounded to faceted.

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Mechanisms of Multiple Peak Phenomenon in the Plasma Profile of Drugs Following Oral Administration (경구투여된 약물의 혈장중 농도곡선에 나타나는 다중피크 현상의 해석)

  • Shim, Chang-Koo;Lee, Hye-Weon
    • Journal of Pharmaceutical Investigation
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    • v.21 no.4
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    • pp.201-213
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    • 1991
  • There are many drugs reproted to show unusual pharmacokinetic behavior by producing a significant secondary peak in the plasma concentration-time curve after oral administration. The drugs are ranitidine, cimetidine, acetaminophen, aspirin, furosemide, bumetanide, piretanide, veralipride, sobrerol, penicillamine and doxycycline etc. Enterohepatic circulation-, two absorption site-, biphasic gastric emptying-, tissue deposition- and multi-fraction absorption theories have been suggested for the mechanisms of this phenomenon. Here, the theories were reviewed and critisized for their validity as a possible mechanism of the multiple peak phenomenon.

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Cytologic Features of Glassy Cell Carcinoma of the Uterine Cervix (자궁 경부의 유리질 세포 암종의 세포학적 소견)

  • Kong, Gu;Kim, Eun-Kyung;Hong, Eun-Kyung;Lee, Jung-Dal
    • The Korean Journal of Cytopathology
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    • v.2 no.1
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    • pp.62-66
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    • 1991
  • Glassy cell carcinoma is an unusual neoplasm of the uterine cervix with highly aggressive clinical behavior. On cervico-vaginal smear examination, the tumor has well confused of atypical repair ceil of the endocervix. Recently, we have experienced two cases of glassy cell carcinoma of the uterine cervix, diagnosed on cervico-vaginal smears and confirmed on fellowing histologic sections. The cervico-vaginal smears revealed abundant clusters with well defined boarders. The cell clusters were composed of large tumor cells. The tumor cells had distinct granular cytoplasm and eosinophilic macronucleoli, Characteristic cytologic features of this tumor were discussed in view of differential diagnosis.

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Alternating the Non-Alternate: A Probabilistic Approach to Dative Alternation

  • Choi Hye-Won
    • Language and Information
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    • v.9 no.1
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    • pp.51-68
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    • 2005
  • This paper proposes an informational approach to the dative alternation in English following up on the Stochastic Optimality- Theoretic (OT) model by Bresnan and Nikitina (2003). While Bresnan and Nikitina's stochastic OT model resolves the crucial problem of 'gradience' unavoidably implicated in variation phenomena by applying the notion of probability to linguistic problems, it fails to account for the details of the unusually alternating examples, which normally would not alternate. More importantly, it fails to capture the focus effect involved in the alternation. This paper has worked out all the problematic examples by modifying the Bresnan and Nikitina model. This new account captures not only the unusual behavior of the less-alternating verbs and idioms but also the special focus effect of the common alternating verbs.

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Effects of Li$^+$ and Ag$^+$ Ions on the Rotational Barrier in Acetamide and propionamide System

  • Kwon, Dae-Keun;Choi, Young-Sang;Yoon, Chang-Ju
    • Bulletin of the Korean Chemical Society
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    • v.7 no.1
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    • pp.1-5
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    • 1986
  • The influences of $LiNO_3\;and\;AgNO_3$ on the N-C(O) rotational barrier of N,N-dimethylacetamide and N,N-dimethylpropionamide have been investigated. The rotational activation free energy $({\Delta}G^{\neq})\;for\;Li^{+}$-amide complexes is found to increase with increasing salt concentration. On the other hand, that for $Ag^+$-amide complexes increases in the presence of $Ag^+$ ion up to 0.25 M ion concentration and then decreases as the concentration of $Ag^+$ ion is further increased. Such an unusual behavior of $Ag^+$-amide complexes has been interpreted in terms of ion-pairing and diluent effect on the amides. However, $^{13}C$ nmr chemical shift data for the amides have shown that both of these ions interact primarily with the carbonyl group in amides.

Recognition of Falling and Unusual Behavior of Elderly People using Smartphone Acceleration Sensor (스마트폰 가속도 센서를 이용한 고령자 넘어짐 및 이상행동 판단 방법)

  • Kim, Min Woo;Jung, Sang Woo;Sim, Gyu Bo;Song, Teuk Seob
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2016.10a
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    • pp.619-621
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    • 2016
  • 스마트폰에는 여러 센서들이 내장되어있다. 가속도 센서는 그 중 하나로 장치의 가속도를 측정한다. 세 가지의 축으로 측정되는 센서 값을 종합하고 이를 기반으로 독거노인들의 생활 패턴 분석을 통해 시간대에 따라 센서 값의 변화를 측정하여 장시간 센서 값이 변하지 않을 시 보호자에게 메시지가 자동으로 전송된다. 이를 통해 간병인은 보호자의 신변을 확인할 수 있다.

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A machine learning framework for performance anomaly detection

  • Hasnain, Muhammad;Pasha, Muhammad Fermi;Ghani, Imran;Jeong, Seung Ryul;Ali, Aitizaz
    • Journal of Internet Computing and Services
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    • v.23 no.2
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    • pp.97-105
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    • 2022
  • Web services show a rapid evolution and integration to meet the increased users' requirements. Thus, web services undergo updates and may have performance degradation due to undetected faults in the updated versions. Due to these faults, many performances and regression anomalies in web services may occur in real-world scenarios. This paper proposed applying the deep learning model and innovative explainable framework to detect performance and regression anomalies in web services. This study indicated that upper bound and lower bound values in performance metrics provide us with the simple means to detect the performance and regression anomalies in updated versions of web services. The explainable deep learning method enabled us to decide the precise use of deep learning to detect performance and anomalies in web services. The evaluation results of the proposed approach showed us the detection of unusual behavior of web service. The proposed approach is efficient and straightforward in detecting regression anomalies in web services compared with the existing approaches.

Well-Differentiated Papillary Mesothelial Tumor: An Unusual Radiologic Presentation: A Case Report

  • Moslem Abdelghafar;Krishna Anand;Antonio Paiva-Correia;Elaine Paula Smith;Francoise Galateau Salle;Vijay Joshi
    • Journal of Chest Surgery
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    • v.56 no.3
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    • pp.220-223
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    • 2023
  • Well-differentiated papillary mesothelial tumor (WDPMT) is an uncommon tumor, formerly named well-differentiated papillary mesothelioma in the 2015 World Health Organization classification. It has a characteristic papillary architecture, bland cytologic features, a tendency toward superficial spread without invasion, and a good prognosis due to its clinically indolent behavior with prolonged survival. Rare cases with superficial invasion are termed WDPMT with invasive foci. WDPMT occurs primarily in the peritoneum of reproductive-age women, but also rarely in the pleura. We report a case of a 60-year-old woman who developed WDPMT with minimal invasion in the pleura with atypical radiological features and a family history of mesothelioma and indirect asbestos exposure.