• 제목/요약/키워드: classification ability

검색결과 492건 처리시간 0.027초

단계별 비행훈련 성패 예측 모형의 성능 비교 연구 (Comparison of Classification Models for Sequential Flight Test Results)

  • 손소영;조용관;최성옥;김영준
    • 대한인간공학회지
    • /
    • 제21권1호
    • /
    • pp.1-14
    • /
    • 2002
  • The main purpose of this paper is to present selection criteria for ROK Airforce pilot training candidates in order to save costs involved in sequential pilot training. We use classification models such Decision Tree, Logistic Regression and Neural Network based on aptitude test results of 288 ROK Air Force applicants in 1994-1996. Different models are compared in terms of classification accuracy, ROC and Lift-value. Neural network is evaluated as the best model for each sequential flight test result while Logistic regression model outperforms the rest of them for discriminating the last flight test result. Therefore we suggest a pilot selection criterion based on this logistic regression. Overall. we find that the factors such as Attention Sharing, Speed Tracking, Machine Comprehension and Instrument Reading Ability having significant effects on the flight results. We expect that the use of our criteria can increase the effectiveness of flight resources.

Complex Neural Classifiers for Power Quality Data Mining

  • Vidhya, S.;Kamaraj, V.
    • Journal of Electrical Engineering and Technology
    • /
    • 제13권4호
    • /
    • pp.1715-1723
    • /
    • 2018
  • This work investigates the performance of fully complex- valued radial basis function network(FC-RBF) and complex extreme learning machine (CELM) based neural approaches for classification of power quality disturbances. This work engages the use of S-Transform to extract the features relating to single and combined power quality disturbances. The performance of the classifiers are compared with their real valued counterparts namely extreme learning machine(ELM) and support vector machine(SVM) in terms of convergence and classification ability. The results signify the suitability of complex valued classifiers for power quality disturbance classification.

DCT 특징을 이용한 지표면 분류 기법 (A Method for Terrain Cover Classification Using DCT Features)

  • 이승연;곽동민;성기열
    • 한국군사과학기술학회지
    • /
    • 제13권4호
    • /
    • pp.683-688
    • /
    • 2010
  • The ability to navigate autonomously in off-road terrain is the most critical technology needed for Unmanned Ground Vehicles(UGV). In this paper, we present a method for vision-based terrain cover classification using DCT features. To classify the terrain, we acquire image from a CCD sensor, then the image is divided into fixed size of blocks. And each block transformed into DCT image then extracts features which reflect frequency band characteristics. Neural network classifier is used to classify the features. The proposed method is validated and verified through many experiments and we compare it with wavelet feature based method. The results show that the proposed method is more efficiently classify the terrain-cover than wavelet feature based one.

경호비서에게 요구되는 업무능력 분석 (Analysis the job-ability demanded in the security and secretary)

  • 박옥철
    • 한국재난정보학회 논문집
    • /
    • 제4권2호
    • /
    • pp.40-50
    • /
    • 2008
  • The purpose of this study is to analyze the job of the security and secretary, to offer useful basic data throughout human resources management by withdrawing the ability required from the security and secretary based on the analyzed results. In this regard, this study intended to look into the job of the security and secretary, the necessary ability for the job of the security and secretary. To achieve the research goals, the study selected the research participants, composed of 5 secretaries for security with more than 5-year careers after graduating from a security and secretarial service department in a college and conducted an in-depth interview with them concerning their jobs. The in-depth interview data from the 5 participants was applied with a classification analysis used by Spradley (1980). In order to enhance the dependability and validity of the research, the study held an expert meeting composed of 2 persons with a doctoral degree in securities service studies and 1 person with a master's degree in secretarial information studies, twice. Also, the study drew results concerning the job of the security and secretary and the necessary ability of the job. Though the above process, the following conclusions were drawn; the job of the security and secretary includes the areas of job safety, a housing residence job, a health care job, an interpersonal relationships job, an assistant' s job, document and office works, general affairs, and an education job. The necessary ability for the job of the security and secretary involves martial arts abilities, risk management ability, the strict keeping of secrets, decision-making ability, information processing ability, foreign language proficiency, understanding other cultures, communications skills and office work ability.

  • PDF

총의치 시술이 도시노인의 영양 및 삶의 질에 미치는 효과 (THE EFFECT OF DENTURE PLACEMENT ON NUTRITION STATUS AND QUALITY OF LIFE IN THE URBAN ELDERLY)

  • 이영권;박은영;이희경
    • 대한치과보철학회지
    • /
    • 제44권4호
    • /
    • pp.405-413
    • /
    • 2006
  • Purpose : This study was conducted to evaluate the effect of denture placement on nutrition status and quality of life in the urban elderly Material and method : The first survey was conducted from 45 targeted elderly people(25 experimental group, 20 control). In the first survey, information on general characteristics, chewing ability, food intake and nutrient intake, anthropometric measurement, and degree of satisfaction in life were obtained. The second survey was conducted to evaluate the effect of denture placement with same method as the first survey. Results : Before denture placement, there are no statistical significant differences (in general characteristics, chewing ability, nutrient intake, anthropometric measurement, and degree of satisfaction in life) between experimental group and control. But after denture placement, survey shows that there is statistically significant difference in chewing ability between two groups. The experimental group have higher intake of energy, protein, carbohydrate, iron, and vitamin C. in nutrient intake. And after denture replacement, there is significant improvement in degree of satisfaction in life. After denture placement there are significant changes in agitation and attitude toward own aging according to Lawton's factor classification. Conclusion: In short, this study shows that chewing ability improvement of the elderly has strong positive effects to their food intake, nutrient status and quality of life.

척수경색으로 인한 하지마비 환자의 복합한방치료: 증례보고 (Combined Korean Medicine Treatment of Paraplegia Cause by Spinal Cord Infarction: Case Report)

  • 정지홍;김순중
    • 한방재활의학과학회지
    • /
    • 제31권1호
    • /
    • pp.175-185
    • /
    • 2021
  • The objective of this study was to purpose korean medicine treatment for paraplegia and hypoesthesia after spinal cord infarction, and report its effectiveness. We treated a 74-year-old male patient diagnosed with spinal cord infarction using various methods, including acupuncture, herbal medication, moxibustion, physical therapy, western medication. We evaluated patient's motor ability using the manual muscle test (MMT), active range of motion (AROM), walking index for spinal cord injury II( WISCI II) and sense ability using International Standards for Neurological Classification of Spinal Cord Injury (ISNCSCI). After treatment, motor and sense ability of patient was improved after treatment. The MMT, AROM, WISCI II scores and ISNCSCI scores were numerically improved. According to these results, this study suggested effectiveness of combined Korean medical treatment for spinal cord infarction. However, More studies are required in the future.

문제 해결력과 수학문제의 분류 관점에 관한 연구 (A Study on Problem-Solving Ability and Classification of Mathematical Problems.)

  • 김철환;박배훈;정창현
    • 한국수학교육학회지시리즈A:수학교육
    • /
    • 제26권2호
    • /
    • pp.9-13
    • /
    • 1988
  • Mathematics education is generally to cultivate mathematical thought. Most meaningful thought is to solve a certain given situation, that is, a problem. The aim of mathematies education could be identified with the cultivation of mathematical problem-solving ability. To cultivate mathematical problem-solving ability, it is necessary to study the nature of mathematical ability and its aspects pertaining to problem-solving ability. The purpose of this study is to investigate the relation between problem-solving ability and classficational viewpoint of mathematical verbal problems, and bet ween the detailed abilities of problem-solving procedure and classificational viewpoint of mathematical verbal problems. With the intention of doing this work, two tests were given to the third-year students of middle school, one is problem-solving test and the other classificational viewpoint test. The results of these two tests are follow ing. 1. The detailed abilities of problem-solving procedure are correlated with each other: such as ability of understanding, execution and looking-back. 2. From the viewpoint of structure and context, students classified mathematical verbal problems. 3. The students who are proficient at problem-solving, understanding, execution, and looking-back have a tendency to classify mathematical verbal problems from a structural viewpoint, while the students who are not proficient at the above four abilities have a tendency to classify mathematical verbal problems from a contextual viewpoint. As the above results, following conclusions can be made. 1. The students have recognized at least two fundamental dimensions of structure and context when they classified mathematical verbal problems. 2. The abilities of understanding, execution, and looking- back effect problem-solving ability correlating with each other. 3. The instruction emphasizing the importance of the structure of mathematical problems could be one of the methods cultivating student's problem-solving ability.

  • PDF

하지근력증강로봇 제어를 위한 착용자의 보행단계구분 (Human Gait-Phase Classification to Control a Lower Extremity Exoskeleton Robot)

  • 김희영
    • 한국통신학회논문지
    • /
    • 제39B권7호
    • /
    • pp.479-490
    • /
    • 2014
  • 하지근력증강로봇은 인간의 하체에 착용하여 보행능력을 강화하거나 보조하기 위한 장비다. 보행능력을 향상하기 위해 로봇은 착용자의 걷는 움직임을 감지하고 이에 적합한 로봇의 동작을 구동한다. 본 논문에서는 로봇이 착용자의 움직임을 감지하는 방법을 소개하고, 감지된 데이터를 착용자의 현재 보행단계를 의미하는 보행단계상태 정보로 변환하는 보행단계구분 알고리즘을 제시한다. 로봇은 보행단계상태 정보에 따라 현재 필요한 제어모드를 결정하고 로봇구동기를 작동하기 때문에 잘못된 정보가 전달된다면 로봇은 착용자의 보행능력을 향상할 수 없거나 착용자에게 오히려 불편을 줄 수 있다. 따라서 보행단계구분 알고리즘은 항상 정확한 정보를 제공할 수 있어야 한다. 하지만 본 연구에서 사용하는 센서장치의 경우 작은 움직임에도 민감하게 반응하는 특성이 있어 센서데이터를 임계기준으로 구분하는 방법으로는 항상 정확한 보행단계상태 정보를 구할 수 없다. 이러한 특성을 극복하면서 정확한 정보를 제공하기 위해 확률적 구분 방법을 응용한 나이브-플렉시블 베이지안 보행단계구분 알고리즘을 제안하였고, 실험을 통해 제안 방법의 정확성을 비교 분석하였다.

DDC의 패싯 구조에 대한 연구 -생명과학과 문학을 중심으로- (A Study on the Facet Structure of Life Science and Literature in DDC)

    • 한국도서관정보학회지
    • /
    • 제30권3호
    • /
    • pp.53-96
    • /
    • 1999
  • This study intends to : 1) confirm the possibility to transform the enumerated scheme into the faceted scheme, 2) review general theories on facet structure employed in DDC of the enumerated scheme, 3) analyze the facet structure of life science and literature in DDC, and 4) comparison of the facet structure of life science and literature in DDC and CC. This study suggests following conclusions. 1) CC follows throughly the classification principles by Ranganathan, but all classification theories are not property applied to DDC yet. 2) Because DDC does not have any formula to classify the compound subject, but has to follow the compounding methods presented in each subject, its facet structure is too complicated. 3) DDC has transformed the entire system into the facet structure through its revision. Expecially the life science transformed into the facet structure employed the facet indicators and applies them to all the systems in life science. But the notations have sometimes twofold meanings, and no ability to differentiate the meanings in the same notation,. When DDC follows the classification method by facet, the number of items for classification so limited that it is difficult to array the subdivision and that length of notation becomes longer and longer.

  • PDF

Quickbird 영상을 이용한 객체지향 및 ISODATA 분류기법기반 토지피복분류-세부레벨계획을 위한 비교분석 (Mapping of land cover using QuickBird satellite data based on object oriented and ISODATA classification methods - A comparison for micro level planning)

  • Jayakumar, S.;Lee, Jung-Bin;Heo, Joon
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2007년도 춘계학술대회 논문집
    • /
    • pp.113-119
    • /
    • 2007
  • This article deals mainly with two objectives viz, 1) the potentiality of very high-resolution(VHR) multi-spectral and pan chromatic QuickBird satellite data in resources mapping over moderate resolution satellite data (IRS LISS III) and 2) the advantages of using object oriented classification method of eCognition software in land use and land cover analysis over the ISODATA classification method. These VHR data offers widely acceptable metric characteristics for cartographic updating and increase our ability to map land use in geometric detail and improve accuracy of local scale investigations. This study has been carried out in the Sukkalampatti mini-watershed, which is situated in the Eastern Ghats of Tamil Nadu, India. The eCognition object oriented classification method succeeded in most cases to achieve a high percentage of right land cover class assignment and it showed better results than the ISODATA pixel based one, as far as the discrimination of land cover classes and boundary depiction is concerned.

  • PDF