실제 네트워크 모니터링 환경에서의 ML 알고리즘을 이용한 트래픽 분류

정광본(Kwang Bon Jung),최미정(Mi Jung Choi),김명섭(Myung Sup Kim),원영준(Young J. Won),홍원기(James W. Hong) 한국통신학회 2008 韓國通信學會論文誌 Vol.33 No.8B

Traffic classification의 방법은 동적으로 변하는 application의 변화에 대처하기 위하여 페이로드나 port를 기반으로 하는 것에서 ML 알고리즘을 기반으로 하는 것으로 변하여 가고 있다. 그러나 현재의 ML 알고리즘을 이용한 traffic classification 연구는 offline 환경에 맞추어 진행되고 있다. 특히, 현재의 기존 연구들은 testing 방법으로 cross validation을 이용하여 traffic classification을 수행하고 있으며, traffic flow를 기반으로 classification 결과를 제시하고 있다. 본 논문에서는 testing방법으로 cross validation과 split validation을 이용했을 때, traffic classification의 정확도 결과를 비교한다. 또한 바이트를 기반으로 한 classification의 결과와 flow를 기반으로 한 classification의 결과를 비교해 본다. 본 논문에서는 J48, REPTree, RBFNetwork, Multilayer perceptron, BayesNet, NaiveBayes와 같은 ML 알고리즘과 다양한 feature set을 이용하여 트래픽을 분류한다. 그리고 split validation을 이용한 traffic classification에 적합한 최적의 ML 알고리즘과 feature set을 제시한다. The methodology of classifying traffics is changing from payload based or port based to machine learning based in order to overcome the dynamic changes of application's characteristics. However, current state of traffic classification using machine learning (ML) algorithms is ongoing under the offline environment. Specifically, most of the current works provide results of traffic classification using cross?validation as a test method. Also, they show classification results based on traffic flows. However, these traffic classification results are not useful for practical environments of the network traffic monitoring. This paper compares the classification results using cross validation with those of using split validation as the test method. Also, this paper compares the classification results based on flow to those based on bytes. We classify network traffics by using various feature sets and machine learning algorithms such as J48, REPTree, RBFNetwork, Multilayer perceptron, BayesNet, and NaiveBayes. In this paper, we find the best feature sets and the best ML algorithm for classifying traffics using the split validation.

국내 TMR의 입자도에 관한 조사 연구

기광석,김현섭,정하연,이현준,안병석,김준식,강수원,김용국,하종규 한국동물자원과학회 2003 한국축산학회지 Vol.45 No.5

This study was carried out to survey operation system of self-making TMR and particle size of self-making and commercial TMR, then to compare TMR particle size recommended by Penn State particle Size Separator. Daily mixing time in self-making TMR averaged 48.6±28.0min, 2 angar type of mixer was most by 55.5% and daily 2 times of mixing in summer and other season was 44.4 and 22.2%, respectively. Percentage of residual feed in upper sieve(19㎜ diameter), middle sieve(8 ti 18㎜ diameter) and lower pen was 21.5~25.6%, 16.0~25.8%, 52.8~61.4%, respectively, at self-making TMR mixer. Percentage of particle sizes of more than 19㎜ in self-making and commercial TMR was 24.9±1.4 and 26.2±1.7%, that of 8-10㎜ 22.8±1.0 and 12.8±1.2 and that of less than 8㎜ 52.3±1.7 and 61.0±1.5, respectively, which in particle length of 8~13㎜ in self-making and commercial TMR was lower by 82.6 and 100% compared to that recommended by Penn State particle separator, respectively. Especially there was not particle length of more than 19㎜ in commercial TMR at all. It is necessary to check the number of cows ruminating in a farm in order to estimate the particle size of TMR; it is recommended to change the TMR mixing time or the TMR formulae if the proportion of ruminating cows in a farm is less than 40%.

소화성 궤양 출혈에서 열탐침 지혈법 후 재출혈의 위험인자

김영호,이석호,이상구,손희정,이규택,최규완,백승운,이종균,이준혁,고광철,이종철,김재준,류광현,이풍렬 대한소화기내시경학회 2000 Clinical Endoscopy Vol.20 No.6

Background/Aims: The precise rebleeding rate and risk factors of rebleeding after heat probe thermocoagulation in peptic ulcer patients with bleeding are not clear and still need to be evaluated. If we could identify the pre-dictors for rebleeding, the mortality rate might be loweted with early retreatment or surgery in these high risk group. Methods: The 94 patients in whom heat probe was applied were enrolled and the 18 patients with bleeding tendencies. Initial hemostasis was defined as hemostasis persisting for 24 hours post-treatment and permanent hemostasis as absence of bleeding for 7 days after therapy. Rebleedig was defined as oozing or spurting hemorrhage in the ulcer base and/or unstable vital signs and continuting tarry or bloody stool or hematemesis after therapy. Results: In 35 patients with active bleeding sign, initial hemostasis was obtained in 30 (85.7%) patients. After having achieved initial hemostasis, 9 (30.0%) patients rebled. In 41 ulcer patients with non-bleeding visible vessel, 40 cases (97.6%) achieved successful pre-vention of rebleeding. No evident complication was observed. With univariate analysis, bleeding ulcer patients with spurting and oozing hemorrhage had a higher re-bleeding rate than those with non-bleeding visible vessel. Conclusions: The heat probe thermocoagulaton is relative safe and effective procedure to protect bleeding in pectic ulcer patients with non-bleeding visible vessel, but insufficient to hemostasis in bleeding peptic ulcer patients with spurting or oozing in ulcer base. Spurting and oozing hemorrhage are the only risk factors of rebleeding after initial hemostasis with heat probe thermocoagulation in peptic ulcer patients with bleeding.

라미부딘과 HBIg 1주일 단기 병합요법은 간이식 후 B형 간염 재발 방지에 HBIg 장기 고용량 투여요법만큼 효과적인가?

김성주,장재권,이석구,도재혁,백승운,최문석,조재원,고광철,이풍렬,이종철,최규완,박상종,이준혁,김재준,임윤정,안병훈 대한소화기학회 2001 대한소화기학회지 Vol.37 No.1

Background/Aims : The aim of this study was to evaluate whether the regimen consisted of lamivudine and one-week HBIg for HBV prophylaxis after liver transplantation is as effective as long-term therapy of high dose HBIg. Methods: Sixty-one patients with HBV infection were randomly divided into two groups: HBIg group of 31 patients and combination group of 30 patients. In the HBIg group, HBIg was given according to the standard dosing schedule. In the combination group, lamivudine was given indefinitely from at least 4 weeks before transplantation, and 10,000 IU of HBIg was given during anhepatic phase and 6 consecutive days. Results: The two groups were not different in HBeAg and HBV DNA positivity. In the HBIg group, the median follow-up of 20 long-term survivors was 12.7 months (range: 4.0 - 48.2) and that of 23 survivors in the combination group was 22.3 months (4.2 - 42.2). Hepatitis B recurred in a patient of the HBIg group and 2 of the combination group. The recurrence-free survival rate of long-term survivors was 66.7% (95% C.I., 39.5% - 93.9%) in the HBIg group and 76.0% (58.6% - 93.4%) in the combination group after 40 months. Conclusions: The combined therapy of lamivudine and one-week HBIg has an effect equivalent to long-term therapy of high dose HBIg in HBV prophylaxis after liver transplantation at a much lower cost.

일차병소의 재발없이 두개강외 전이한 천막상부 수강상피종 : 1예 보고

김한규,김순철,조경기,김광명,설대위,지제근 대한신경외과학회 1981 Journal of Korean neurosurgical society Vol.10 No.2

A case of supratentorial ependymoma in a 48-year-old man. After operation and radiological treatment, metastasis to scalp and cervical lymph node occurred, without recurrence of primary focus. 11cases of intracranial ependymoma with extracranial metastasis were reviewed. Metastasizing intracranial ependymomas are 3 times as frequent in males and originate above tentorium. The most effective transmission of metastasis of ependymoma is through the blood stream and the frequent sites of metastasis are lungs, pulmonary hilus, mediastinum, Iiver, scalp, vertebra, femoral bone and cervical lymph nodes. Our case is the oldest among reported cases and metastasized to relatively rare site.

의식, 언어, 권력: 고대 중국 철학의 정치적 의미에 대한 논의

( J. G. A. Pocock ),김연광(역) ( Yuen Kwang Kim ) 국제문화학회 2002 역사와 사회 Vol.29 No.-

Chondromyxoid Fibroma of Bone의 1例

崔鎭,金潤光,趙明俊,李晶燮 中央醫學社 1967 中央醫學 Vol.13 No.3

A case of the chondromyxoid fibroma of clavicle is reported with a brief review of literature, especially for its frequency, location and histological findings.

다발성 원격전이와 SIADH를 동반한 원발성 충수돌기 악성유암종 (Carcinoid Tumor) 1예

안광진,정현철,노재경,박중원,이화영,서창옥,노준규,이종태,최수임,김병수 대한내과학회 1990 대한내과학회지 Vol.38 No.1

Carcinoid tumors are the most trequently occurring neoplasms of the appendix and small bowel. Most carcinoid tumors of the appendix are incidentally discovered during other surgical procedures. Its natural course is usually benign and the size of the tumor is closely related with the liability of regional or distant metastasis, so this affects the mode of therapy. Lesions less than 2㎝ in greatest dimension are never shown to have metastatic lesions and those larger than 2㎝ are likely to metastasize to regional lymph nodes and occasionally to distant organs such as liver, lung and bones. We experienced a malignant carcinoid tumor of the appendix with metastasis to regional lymph nodes, lung, ribs and thoracic vertebrae, cervical lymphnodes, and the right adrenal gland without liver metastasis. The patient had no signs of carcinoid syndrome but showed hyponatremia which was corrected by fluid restriction, suggesting SIADH. The patient was treated with a combination regimen of 5-fluorouracil and doxorubicin after surgical removal of the appendiceal mass, and a palliative radiotherapy for the osteolytic lesion of the right 12th rib. A review of our experience suggests a more extensive program in disseminated malignant carcinoid tumors is required.

미국 의료시설의 발전과정과 최근 동향에 관한 연구

최광석,박재승,조지 맨,김광문 한국의료복지시설학회 1999 의료·복지 건축 Vol.5 No.8

Current Korean healthcare facilities face on a difficult period as much as financial difficulty in Korean economy. Most of all the hospitals have difficulty in minus profit margin and hospital investments are also reducing rapidly. Probably, these seem to set in the period of re-organizing its structures and enhancing productivity from the rapidly growing period, which was to concentrate its resources and prefer large scaled structures. Analyzing the developing process and future trend in the U. S. health care facilities, already experienced in financial difficulty of current Korean health care facility in 70s thru. 80s, this paper is to present directions in future Korean health care policy and healthcare facility planning.

S. pneumoniae 호흡기감염 마우스에서 Ciprofloxacin의 항균력에 대한 조직학적 연구

구세광,이형식,김종대,최해윤,이재현 慶山大學校 基礎科學硏究所 2002 基礎科學 Vol.6 No.1

Sterptococcus pneumoniae ATCC 6303을 이용한 국소 호흡기 감염 마우스 모델에서 Ciprofloxacin (CPFX)의 in vivo 항균력을 조직학적으로 평가하기 위하여 생균수와 폐의 조직·병리학적 변화를 관찰하였던 결과, 다음과 같은 결과를 얻었다. 1) 생균수는 CPFX 투여군에서 Control 군에 비해 유의성 있게 감소되었으며, 2) Control 군에서는 현저한 폐내 염증세포의 침윤, 출혈 및 폐포 벽의 비후가 조직학적으로 관찰되었으나, 이러한 조직학적 소견들은 CPFX 투여군에서 Control 군에 비해 현저히 있게 감소되었고, 3) LSA (luminal surface of alveoli %)는 Control 군에서 Sham 군에 비해 현저히 감소된 반면, CPFX 투여군에서 Control 군에 비해 유의성 있게 증가되었다. 이상에서 본 실험의 결과, CPFX의 Sterptococcus pneumoniae에 대한 항균력이 조직학적으로 관찰되었다. In order to evaluate the in vivo effect of ciprofloxacin (CPFX), the viable bacterial number and histopathological changes were monitored after experimental respiratory infection with Sterptococcus pneumoniae ATCC 6303. In CPFX, the viable bacterial numbers were significantly and dose-dependently decreased compared to that of Control group. In Control group, severe infiltration of inflammatory cells, hemorrhage and hypertrophy of alveolar linings were demonstrated at microscopical levels. However, these abnormal histopathological changes were significantly and dose-dependently decreased compared to that of Control group in CPFX group. And also in CPFX group, the LSA (luminal surface of alveoli %) were significantly and dose-dependently increased compared to that of Control group. According to these results, it is considered as the in vivo antibacterial activity of CPFX was histologically showed against Sterptococcus pneumoniae ATCC 6303 infection of respiratory tract in this study.