• 제목/요약/키워드: Evaluation Set

검색결과 3,292건 처리시간 0.028초

실시간 공격 탐지를 위한 Pearson 상관계수 기반 특징 집합 선택 방법 (A Feature Set Selection Approach Based on Pearson Correlation Coefficient for Real Time Attack Detection)

  • 강승호;정인선;임형석
    • 융합보안논문지
    • /
    • 제18권5_1호
    • /
    • pp.59-66
    • /
    • 2018
  • 기계학습을 이용하는 침입 탐지 시스템의 성능은 특징 집합의 구성과 크기에 크게 좌우된다. 탐지율과 같은 시스템의 탐지 정확도는 특징 집합의 구성에, 학습 및 탐지 시간은 특징 집합의 크기에 의존한다. 따라서 즉각적인 대응이 필수인 침입 탐지 시스템의 실시간 탐지가 가능하도록 하려면, 특징 집합은 크기가 작으면서도 적절한 특징들로 구성하여야 한다. 본 논문은 실시간 탐지를 위한 특징 집합 선택 문제를 해결하기 위해 사용했던 기존의 다목적 유전자 알고리즘에 특징 간의 Pearson 상관계수를 함께 사용하면 탐지율을 거의 낮추지 않으면서도 특징 집합의 크기를 줄일 수 있음을 보인다. 제안한 방법의 성능평가를 위해 NSL_KDD 데이터를 사용하여 10가지 공격 유형과 정상적인 트래픽을 구별하도록 인공신경망을 설계, 구현하여 실험한다.

  • PDF

복 회음부 절제술 환자를 위한 고정용구 제작 및 유용성 평가 (The evaluation for usefulness of the custom made immobilization device for the anteroperitoneal resection patients with rectal cancer)

  • 양오남;이우석;홍택균;조영필;윤화룡;김정만
    • 대한방사선치료학회지
    • /
    • 제15권1호
    • /
    • pp.61-65
    • /
    • 2003
  • I. 서론 및 실험목적 방사선 치료에 있어 환자의 고정(immobilization)은 치료의 성적을 결정할 수 있는 중요한 요인이라 할 수 있다. 방사선 치료방법이 수없이 변화하고 발전을 거듭했음에도 불구하고 하나의 과제로 남아있는 것이 환자를 고정하는 것과 재현성의 유지라 할 수 있겠다. 이에 본원에서는 직장암 환자 중 복회음부 절제술 환자에 있어 setup의 재현성을 유지하여 보다 정확한 치료를 위해 본 고정용구를 제작하였고 그 유용성을 평가하는데 목적이 있다. II. 대상 및 실험방법 본원에서 치료를 받고있는 직장암환자 중 복회음부 절제술 환자를 대상으로 하였고, 환자의 병변 부위의 해부학적인 정보를 기본으로 고정용구를 제작하였다. 자체 제작한 고정용구를 환자에게 적용하여 Setup의 재현성과, 변화 및 오차를 비교분석 하였다. III. 결 과 복회음부 절제술 환자 중 고정용구를 사용하지 않은 환자는 set-up 후 일정시간에 $5mm{\sim}1cm$ 내외의 Set-up의 변화 및 오차가 발생하였고, 고정용구를 사용한 환자의 경우는 set-up 의 변화 및 오차를 수mm이내로 줄임으로써 재현성의 유지가 가능하며 복회음부 절제술 환자의 불안전한 자세로 인한 환부부위 통증을 감소시킴으로써 인위적으로 치료 자세를 유지해야하는 불편함을 해소하여 재현성 및 정확도를 향상시킨 치료가 가능하게 되었다. IV. 결론 및 고찰 본원에서 치료를 받고있는 직장암환자 중 복회음부 절제술 환자에게 고정용구를 사용함으로써, 고정용구를 사용하지 않았을 때의 환자의 set-up 변화로 인한 resetup의 번거러움을 줄일 수 있었고 환자에게 인위적으로 치료 자세를 유지해야하는 불편함을 해소할 수 있었다. 궁극적으로는 set-up의 재현성을 유지해 보다 정확한 치료를 가능하게 했고 앞으로 이 고정용구를 보완, 개선시켜서 환자의 치료에 활용한다면 더욱더 질적으로 향상된 치료를 제공 할 수 있을 것으로 사료된다.

  • PDF

Design and Evaluation of a Rough Set Based Anomaly Detection Scheme Considering the Age of User Profiles

  • Bae, Ihn-Han
    • 한국멀티미디어학회논문지
    • /
    • 제10권12호
    • /
    • pp.1726-1732
    • /
    • 2007
  • The rapid proliferation of wireless networks and mobile computing applications has changed the landscape of network security. Anomaly detection is a pattern recognition task whose goal is to report the occurrence of abnormal or unknown behavior in a given system being monitored. This paper presents an efficient rough set based anomaly detection method that can effectively identify a group of especially harmful internal attackers - masqueraders in cellular mobile networks. Our scheme uses the trace data of wireless application layer by a user as feature value. Based on this, the used pattern of a mobile's user can be captured by rough sets, and the abnormal behavior of the mobile can be also detected effectively by applying a roughness membership function with the age of the user profile. The performance of the proposed scheme is evaluated by using a simulation. Simulation results demonstrate that the anomalies are well detected by the proposed scheme that considers the age of user profiles.

  • PDF

구간값 퍼지집합 추론의 퍼지 Pr/T 네트 표현 (Fuzzy Pr/T Net Representation of Interval-valued Fuzzy Set Reasoning)

  • 조상엽
    • 정보처리학회논문지B
    • /
    • 제9B권6호
    • /
    • pp.783-790
    • /
    • 2002
  • 본 논문에서는 구간값 퍼지집합 추론의 퍼지 Pr/T 네트 표현을 제안한다. 여기에서 퍼지생성규칙은 지식표현을 위해 사용하고, 퍼지생성규칙의 믿음값은 구간값 퍼지집합으로 표현한다. 제안한 구간값 퍼지집합 추론 알고리즘은 퍼지생성규칙의 전제부와 결론부에 있는 퍼지개념에 따라서 적절한 믿음값평가함수를 사용하기 때문에 다른 방법보다 사람이 사용하는 직관과 추론에 더 가깝다.

최소절단집합을 이용한 설비의 구조적 중요도 계산법 (Evaluation of Structural Importance Based on Minimal Cut Set Theory)

  • 김동진;김형철;김진오
    • 전기학회논문지P
    • /
    • 제58권1호
    • /
    • pp.27-32
    • /
    • 2009
  • A technical system generally comprise a number of subsystems and components that are interconnected in such a way that the system is able to perform a set of required function. Because of the complex system structure with serial, parallel and bridged connections, some certain subsystems or components are more critical than the others. The main concern of a reliability engineer is to identify potential failures and to prevent these failures from occurring. In order to prevent fatal failures, proper inspections and maintenance actions for each component are required Considering above objectives of reliability engineers and characteristics of a practical system, several practical method for evaluating system and component reliabilities have developed namely Birnbaum's and Fussell & Vesely's measures. However there are several critical weaknesses in traditional calculation process as the target system gets larger. In this paper, a new technique for calculating component's structural importance is proposed and compared to Birnbaum's with representative system examples (serial, parallel. k out of n, and bridge type).

TMY2 방식에 의한 국내 기상자료 작성 연구 (TMY2 Weather data for Korea)

  • 신기식;윤창렬;박상동
    • 한국신재생에너지학회:학술대회논문집
    • /
    • 한국신재생에너지학회 2009년도 춘계학술대회 논문집
    • /
    • pp.243-246
    • /
    • 2009
  • To evaluate the building energy performance, many building simulation programs are used and its capabilities are developed. Despite of its increased capabilities the weather data used In the Building Energy performance evaluation, are still using the same limited set of data. This often forces users to find or calculate weather data such as illuminance, solar radiation, and ground temperature from other sources to calculate it. Also, proper selection of a right weather data set has been considered as one of important factors for a successful building energy simulation. In this paper, we describe TMY2 data, a generalized weather data format developed for use, and applied to Seoul region and examine the differences comparing to existing weather data. A set of 23 years raw weather data base has been developed to provide the weather data file for building energy analysis in Seoul.

  • PDF

바닥복사난방의 실별제어시스템에 관한 열성능 평가 (An Evaluation on the Thermal Performance of the Room Control System for Radiant Floor Heating)

  • 석호태;김오봉;조영흠;김광우;여명석
    • 한국주거학회논문집
    • /
    • 제14권5호
    • /
    • pp.75-82
    • /
    • 2003
  • In this study, the thermal performance of the room control system is analyzed in terms of control performance, potential for coil expansion and energy consumption through experiments comparing the individual room control system and an existing system. The results of this study show that the existing system is not able to supply design water flow rate and does not accurately maintain the set point temperature in each room. However, the individual room control system can set a room air temperature for each room, for it is able to supply design water flow and accurately control the set point temperature in each room and can reduce the energy consumption compared to the existing system. Moreover, the individual room control system can reduce the number of coil division zone and facilitates the construction process, because it can extend the length of the coil division.

Extracting Method of Kansei Design Rules Based on Rough Set Analysis

  • Nishino, Tatsuo;Nagamachi, Mitsuo
    • 한국감성과학회:학술대회논문집
    • /
    • 한국감성과학회 2002년도 춘계학술대회 논문집
    • /
    • pp.201-204
    • /
    • 2002
  • Kansei design knowledge acquisition stage is a crucial stage in kansei designing process and kansei engineering (KE) methodology. In kansei engineering methodology, it is essential to extract design knowledge or rules on relationships between customer's kansei and product design element. We attempt to construct a more powerful melted for extracting the design rules from kansei expremental data. We constucted a kansei experiment concerning color kansei evaluation, and analyzed the sane data by both conventional quantification theory type I and rough set theory. Finally, we compared the effectiveness of both methods for extracting rules and examined the extensions of rough set theory in kansei engineering.

  • PDF

Topology-Aware Fanout Set Division Scheme for QoS-Guaranteed Multicast Transmission

  • Kim, Kyungmin;Lee, Jaiyong
    • Journal of Communications and Networks
    • /
    • 제15권6호
    • /
    • pp.614-634
    • /
    • 2013
  • The proliferation of real-time multimedia services requires huge amounts of data transactions demanding strict quality-of-service (QoS) guarantees. Multicast transmission is a promising technique because of its efficient network resource utilization. However, high head-of-line (HOL) blocking probability and lack of service-specific QoS control should be addressed for practical implementations of multicast networks. In this paper, a topology aware fanout set division (TAFD) scheme is proposed to resolve these problems. The proposed scheme is composed of two techniques that reduce HOL blocking probability and expedite packet delivery for large-delay branches regarding multicast tree topology. Since management of global topology information is not necessary, scalability of the proposed scheme is guaranteed. Mathematical analysis investigates effects of the proposed scheme and derives optimal operational parameters. The evaluation results show that the TAFD scheme achieves significant delay reduction and satisfies required delay bounds on various multicast networks.

최소 컷셋법에 의한 화력발전소 기동전원의 신뢰도 예측에 관한 연구 (A Study on the Reliability Evaluation of Start-up Power Supply in Fossil Power Plant by Minimal Cut-Set Method)

  • 최규식
    • 대한전기학회논문지:전력기술부문A
    • /
    • 제48권4호
    • /
    • pp.358-364
    • /
    • 1999
  • The auxiliary transformers or start-up/stand-by transformer(s) are installed against the start-up and shut-down of generator and emergency status in fossil power plant. The on-site power supply configuration using these transformers must be determined, considering configuration requirements, site characteristics, reliability and availability severely because it is remarkably important for safety and ecfonomy of plant. The auxiliary or start-up/stand-by power supply configuration has been determined considering only safety requirements and construction cost until now in Korea. This paper presents general theorems for the reliability estimation and proposes 2-unit based 4 alternatives for the start-up power supply stystem of 500㎿ standardized fossil power plant. The reliability and unavailability of equipment, system and configuration are determined using minimal cut-set methodology. The optimized plan of 4 alternatives is determined based on this ultimate reliability and unavailability.

  • PDF