• Title/Summary/Keyword: Cyber Treat

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Clasification of Cyber Attack Group using Scikit Learn and Cyber Treat Datasets (싸이킷런과 사이버위협 데이터셋을 이용한 사이버 공격 그룹의 분류)

  • Kim, Kyungshin;Lee, Hojun;Kim, Sunghee;Kim, Byungik;Na, Wonshik;Kim, Donguk;Lee, Jeongwhan
    • Journal of Convergence for Information Technology
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    • v.8 no.6
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    • pp.165-171
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    • 2018
  • The most threatening attack that has become a hot topic of recent IT security is APT Attack.. So far, there is no way to respond to APT attacks except by using artificial intelligence techniques. Here, we have implemented a machine learning algorithm for analyzing cyber threat data using machine learning method, using a data set that collects cyber attack cases using Scikit Learn, a big data machine learning framework. The result showed an attack classification accuracy close to 70%. This result can be developed into the algorithm of the security control system in the future.

CYBERKNIFE RADIOSURGERY FOR INOPERABLE RECURRED ORAL CANCER (사이버나이프를 이용한 수술 불가능한 재발성 구강암의 치험례)

  • Kim, Yong-Kack;Lee, Tae-Hee;Kim, Chul;Kim, Sung-Jin;Kim, Hyuk
    • Journal of the Korean Association of Oral and Maxillofacial Surgeons
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    • v.30 no.1
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    • pp.65-68
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    • 2004
  • CyberKnife is a stereotactic radiosurgery system which could be used to treat many tumors and lesions. It provides the surgeon unparalleled flexibility in targeting using a compact light linear accelerator mounted on a robotic arm. Advanced image guidance technology tracks patient and target position during treatment, ensuring accuracy without the use of an invasive head frame. CyberKnife with Dynamic Tracking Software is cleared to provide radiosurgery for lesions anywhere in the body when radiation treatment is indicated. It has often been used to radiosurgically treat otherwise untreatable tumors and malformations. Moreover, this instrument treats tumors at body sites, most of which are unreachable by other stereotactic systems. Compared with conventional radiotherapy, it is fundamentally different that using non-invasive, frameless, no excessive radiation exposure to normal tissue. In oral malignant neoplasm, surgical excision and radiation therapy should be tried first, additionally chemotherapy could be considered. However, after failure of conventional therapies, patients had poor systemic condition and surgical limitation. So, CyberKnife could be a suitable therapy. A 49 years man was referred in recurred mandibular cancer treated by radiotherapy. The tumor was considered inoperable, because of extensive invasion and was not expected to good response to conventional therapies. We experienced a case of CyberKnife after 4 cycle chemotherapies, so we report it with review of literature.

DA Study on Learning for Preventing and Treating Juveniles' Addiction to the Internet-Application of a Cyber Mock Trial (청소년의 인터넷 중독 예방 및 처방 학습에 관한 연구-사이버 모의재판 적용)

  • Baek, Janghyeon;Kim, Do-yun;Kim, Yungsik
    • The Journal of Korean Association of Computer Education
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    • v.6 no.1
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    • pp.121-130
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    • 2003
  • As legal and technological actions to prevent and treat addiction to the Internet have reached their limit, the importance of educational methods as alternative measures is being recognized. The present study was attempted to propose the application of a cyber mock trial system as an educational method to prevent addiction to the Internet and to promote information communication ethics. The mock trial system was designed and implemented so that both open trials and closed trials could be held, and the process and results of trials could be discussed. To verify the effectiveness of learning method of cyber mock trial in preventing and treating addiction to the Internet, this study conducted and analyzed questionnaire survey about juveniles' class preparation, class participation, interest in classes, and the effects of classes.

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A Review of the Relationship between the Theory of 'Pizhuweiwei(脾主爲衛)' and Intestinal Flora ('비주위위(脾主爲衛)'와 장내(腸內) 세균총(細菌叢)의 상관성(相關性)에 대한 고찰(考察))

  • Sook-Ei Jeong;Bumjung Kim
    • Journal of Korean Medical classics
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    • v.37 no.1
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    • pp.25-39
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    • 2024
  • Objectives : This paper focuses on recent research related to the relationship between 'Pizhuweiwei(脾主爲衛)' and intestinal flora, and suggests Korean Medical treatment methods that can treat and prevent diseases related to Spleen Deficiency(脾虛) such as ulcerative colitis, atrophic gastritis, diabetes, and obesity that is prevalent today. Methods : This study summarizes recent research results based on various literature on the relationship between the spleen and intestinal flora. Results : Polysaccharides contained in Jianpi herbs(健脾藥) have the effect of increasing beneficial bacteria and maintaining the diversity of intestinal microorganisms to improve intestinal function, managing intestinal metabolites to improve the body's immune function, and regulating the intestinal immune defense system. Therefore, based on the theory of 'Pizhuweiwei(脾主爲衛)', if the symptoms are treated through the spleen with Spleen-strengthening herbal medicinals, it could provide a substantial starting point for improving immunity. Conclusions : Polysaccharides contained in Jianpi herbs(健脾藥) could be considered as potential probiotics based on research findings which show that polysaccharides can regulate the intestinal flora and strengthen weak spleen, playing an important role.

Impacts of Internet Blog Information on the Economic Landscape of Real Space: Case Study of Bookchon (지역에 대한 인터넷 블로그 정보와 지역 경제경관의 변화 - 서울 북촌을 사례로 -)

  • Lee, Keum-Sook;Seo, Wee-Yeun;Chae, Ji-Min
    • Journal of the Economic Geographical Society of Korea
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    • v.15 no.2
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    • pp.206-227
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    • 2012
  • This study investigates the interaction mechanisms and processes between cyber space and real space. In particular, we analyze the relationships between changes on the economic landscape of the Bookchon region and the information supply and demand for this area on the Internet Blogs. In order to obtain the behavioral data about how people get information for Bookchon area and the reaction afterward, we perform questionnaire survey. The results of analysis reveal that there are significant connection between real space and cyber space, Internet Blog in particular. Internet Blog is the major media obtaining information about Bookchon area for major portion of people. Most people visit Bookchon after searching informations about it via Internet Blog. In particular, young generations who possess better capability to treat social media. At the same time, female, student, and office workers show these attitudes very strongly. We introduce a conceptual model for the interaction processes between cyber space and real space based on the survey data analysis, and propose a simple theoretical model for the dynamics of the total number of visitors about specific place with the experience of cyber space visit.

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A case report of a patient with squamous cell carcinoma of the face irradiated using a stereotactic technique

  • Pontoriero, Antonio;Iati, Giuseppe;Pergolizzi, Stefano
    • Radiation Oncology Journal
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    • v.33 no.3
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    • pp.261-264
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    • 2015
  • External beam radiotherapy can be used to treat cutaneous squamous cell carcinomas (SCC). Acute skin toxicity is the most common adverse event. In this case study we report on an elderly patient with nasal root cutaneous SCC treated with stereotactic technique using a dedicated linear accelerator (CyberKnife system). Grade 3 skin toxicity was observed but it was resolved after 6 weeks. The use of stereotactic radiotherapy permitted a clinical remission of SCC with good cosmetic results.

Research on Core Technology for Information Security Based on Artificial Intelligence (인공지능 기반 정보보호핵심원천기술 연구)

  • Sang-Jun Lee;MIN KYUNG IL;Nam Sang Do;LIM JOON SUNG;Keunhee Han;Hyun Wook Han
    • The Journal of Bigdata
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    • v.6 no.2
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    • pp.99-108
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    • 2021
  • Recently, unexpected and more advanced cyber medical treat attacks are on the rise. However, in responding to various patterns of cyber medical threat attack, rule-based security methodologies such as physical blocking and replacement of medical devices have the limitations such as lack of the man-power and high cost. As a way to solve the problems, the medical community is also paying attention to artificial intelligence technology that enables security threat detection and prediction by self-learning the past abnormal behaviors. In this study, there has collecting and learning the medical information data from integrated Medical-Information-Systems of the medical center and introduce the research methodology which is to develop the AI-based Net-Working Behavior Adaptive Information data. By doing this study, we will introduce all technological matters of rule-based security programs and discuss strategies to activate artificial intelligence technology in the medical information business with the various restrictions.

A New Similarity Measure Based on Intraclass Statistics for Biometric Systems

  • Lee, Kwan-Yong;Park, Hye-Young
    • ETRI Journal
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    • v.25 no.5
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    • pp.401-406
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    • 2003
  • A biometric system determines the identity of a person by measuring physical features that can distinguish that person from others. Since biometric features have many variations and can be easily corrupted by noises and deformations, it is necessary to apply machine learning techniques to treat the data. When applying the conventional machine learning methods in designing a specific biometric system, however, one first runs into the difficulty of collecting sufficient data for each person to be registered to the system. In addition, there can be an almost infinite number of variations of non-registered data. Therefore, it is difficult to analyze and predict the distributional properties of real data that are essential for the system to deal with in practical applications. These difficulties require a new framework of identification and verification that is appropriate and efficient for the specific situations of biometric systems. As a preliminary solution, this paper proposes a simple but theoretically well-defined method based on a statistical test theory. Our computational experiments on real-world data show that the proposed method has potential for coping with the actual difficulties in biometrics.

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Water Digital Twin for High-tech Electronics Industrial Wastewater Treatment System (I): e-ASM Development and Digital Simulation Implementation (첨단 전자산업 폐수처리시설의 Water Digital Twin(I): e-ASM 모델 개발과 Digital Simulation 구현)

  • Shim, Yerim;Lee, Nahui;Jeong, Chanhyeok;Heo, SungKu;Kim, SangYoon;Nam, KiJeon;Yoo, ChangKyoo
    • Clean Technology
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    • v.28 no.1
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    • pp.63-78
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    • 2022
  • Electronics industrial wastewater treatment facilities release organic wastewaters containing high concentrations of organic pollutants and more than 20 toxic non-biodegradable pollutants. One of the major challenges of the fourth industrial revolution era for the electronics industry is how to treat electronics industrial wastewater efficiently. Therefore, it is necessary to develop an electronics industrial wastewater modeling technique that can evaluate the removal efficiency of organic pollutants, such as chemical oxygen demand (COD), total nitrogen (TN), total phosphorous (TP), and tetramethylammonium hydroxide (TMAH), by digital twinning an electronics industrial organic wastewater treatment facility in a cyber physical system (CPS). In this study, an electronics industrial wastewater activated sludge model (e-ASM) was developed based on the theoretical reaction rates for the removal mechanisms of electronics industrial wastewater considering the growth and decay of micro-organisms. The developed e-ASM can model complex biological removal mechanisms, such as the inhibition of nitrification micro-organisms by non-biodegradable organic pollutants including TMAH, as well as the oxidation, nitrification, and denitrification processes. The proposed e-ASM can be implemented as a Water Digital Twin for real electronics industrial wastewater treatment systems and be utilized for process modeling, effluent quality prediction, process selection, and design efficiency across varying influent characteristics on a CPS.

Analysis of Dose Distribution on Critical Organs for Radiosurgery with CyberKnife Real-Time Tumor Tracking System (사이버나이프 실시간 종양추적 시스템을 이용한 방사선수술 시 주요 장기의 선량분포 분석)

  • Huh, Hyun-Do;Choi, Sang-Hyoun;Kim, Woo-Chul;Kim, Hun-Jeong;Kim, Seong-Hoon;Ji, Young-Hoon;Kim, Kum-Bae;Lee, Sang-Hoon;Choi, Jin-Ho;Lee, Re-Na;Shin, Dong-Oh
    • Progress in Medical Physics
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    • v.20 no.1
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    • pp.14-20
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    • 2009
  • We measured the dose distribution for spinal cord and tumor using Gafchromic film, applying 3D and 4D-Treatment Planning for lung tumor within the phantom. A measured dose distribution was compared with a calculated dose distribution generated from 3D radiation treatment planning and 4D radiation treatment planning system. The agreement of the dose distribution in tumor for 3D and 4D treatment planning was 90.6%, 97.64% using gamma index computed for a distance to agreement of 1 mm and a dose difference of 3%. However, a gamma agreement index of 3% dose difference tolerence of and 2 mm distance to agreement, the accordance of the dose distribution around cord for 3D and 4D radiation treatment planning was 57.13%, 90.4%. There are significant differences between a calculated dose and a measured dose for 3D radiation treatment planning, no significant differences for 4D treatment planning. The results provide the effectiveness of the 4D treatment planning as compared to 3D. We suggest that the 4-dimensional treatment planning should be considered in the case where such equipments as Cyberknife with the real time tracking system are used to treat the tumors in the moving organ.

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