• Title/Summary/Keyword: 팩터 분석 모델

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Bio-data Classification using Modified Additive Factor Model (변형된 팩터 분석 모델을 이용한 생체데이타 분류 시스템)

  • Cho, Min-Kook;Park, Hye-Young
    • Journal of KIISE:Software and Applications
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    • v.34 no.7
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    • pp.667-680
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    • 2007
  • The bio-data processing is used for a suitable purpose with bio-signals, which are obtained from human individuals. Recently, there is increasing demand that the bio-data has been widely applied to various applications. However, it is often that the number of data within each class is limited and the number of classes is large due to the property of problem domain. Therefore, the conventional pattern recognition systems and classification methods are suffering form low generalization performance because the system using the lack of data is influenced by noises of that. To solve this problem, we propose a modified additive factor model for bio-data generation, with two factors; the class factor which affects properties of each individuals and the environment factor such as noises which affects all classes. We then develop a classification system through defining a new similarity function using the proposed model. The proposed method maximizes to use an information of the class classification. So, we can expect to obtain good generalization performances with robust noises from small number of datas for bio-data. Experimental results show that proposed method outperforms significantly conventional method with real bio-data.

Construction of Research Fronts Using Factor Graph Model in the Biomedical Literature (팩터그래프 모델을 이용한 연구전선 구축: 생의학 분야 문헌을 기반으로)

  • Kim, Hea-Jin;Song, Min
    • Journal of the Korean Society for information Management
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    • v.34 no.1
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    • pp.177-195
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    • 2017
  • This study attempts to infer research fronts using factor graph model based on heterogeneous features. The model suggested by this study infers research fronts having documents with the potential to be cited multiple times in the future. To this end, the documents are represented by bibliographic, network, and content features. Bibliographic features contain bibliographic information such as the number of authors, the number of institutions to which the authors belong, proceedings, the number of keywords the authors provide, funds, the number of references, the number of pages, and the journal impact factor. Network features include degree centrality, betweenness, and closeness among the document network. Content features include keywords from the title and abstract using keyphrase extraction techniques. The model learns these features of a publication and infers whether the document would be an RF using sum-product algorithm and junction tree algorithm on a factor graph. We experimentally demonstrate that when predicting RFs, the FG predicted more densely connected documents than those predicted by RFs constructed using a traditional bibliometric approach. Our results also indicate that FG-predicted documents exhibit stronger degrees of centrality and betweenness among RFs.

Bio-Data Classification Using Tensor-based Data Generation Model (텐서 기반 데이터 생성 모델을 이용한 생체데이터 분류)

  • Yoon, Dongwoo;Park, Hyeyoung
    • Proceedings of the Korea Information Processing Society Conference
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    • 2007.11a
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    • pp.7-8
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    • 2007
  • 생체데이터란 인간개체로부터 얻을 수 있는 고유의 생체신호를 통틀어 일컫는 것이다. 본 연구에서는 생체데이터를 위한 팩터 분석 모델에 텐서 개념을 적용하여, 2차 텐서로 표현된 데이터를 위한 생성모델을 제안한다. 이 모델을 바탕으로 데이터로부터 분류에 핵심이 되는 정보를 안정적으로 추출하여 유사도 함수를 만들고 분류를 수행하는 방법을 제안한다. 실험을 통해 제안하는 방법이 기존의 벡터형태의 데이터에 대한 생성 모델을 사용한 경우보다 우수한 성능을 가짐을 확인할 수 있었다.

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A Study on High-Power Handling Capability of X-Band Circular Waveguide Cavity Filter (X-대역 원통형 도파관 캐비티 필터의 고전력 핸들링 능력 연구)

  • Lee, Sun-Ik;Kim, Joong-Pyo;Lim, Won-Gyu;Kim, Sang-Goo;Lee, Pil-Yong;Jang, Jin-Baek
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.28 no.1
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    • pp.49-60
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    • 2017
  • In this paper, we presented the result of the study on high-power handling capability of the X-band circular waveguide cavity filter configured at the output of high power amplifier(120 W) for geostationary satellites. The dual mode circular waveguide cavity filter with 6th order is selected and the physical model of the filter is designed after determination of the size of resonator from mode chart. Multipactor margin analysis is performed by the SEM method and the VMF method. The result shows that the VMF method predicts lower multipactor breakdown thresholds than the SEM method. Evaluating the multipactor margin obtained by the VMF method to ECSS criteria, we could decide to perform multipactor test. The multipactor test conducted in ESA facility shows that multipactor did not occur even until the RF power increased up to 540 W. In consequence, by both analysis and test, we could verify that the X-band circular waveguide cavity filter has the sufficient high-power handling capability to operate on orbit.

Simulation Study of VHF band π/4-DQPSK Maritime Digital Communication Modem According to ITU-R M.1842-1 Annex1 (ITU-R M.1842-1 Annex1 π/4-DQPSK VHF 대역 해상 디지털 통신모뎀의 시뮬레이션 연구)

  • Kwak, Jae-Min
    • Journal of Advanced Navigation Technology
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    • v.17 no.6
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    • pp.693-699
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    • 2013
  • In this paper, ${\pi}/4$-DQPSK modem according to ITU-R M.1842-1 recommendation Annex1 is investigated and simulated. At first, standardization and technical trend of VHF maritime mobile communication are introduced. The ${\pi}/4$-DQPSK modem defined in the Annex1 should support 28.8Kbps bit transmission rate within 25KHz frequency bandwidth. We describe the system model and simulation process of ${\pi}/4$-DQPSK modem transmitter and receiver design with RRC(Root Raised Cosine) transmitter and receiver filter. Then we suggest various graphical simulation results(time domain signals, constellation, power spectral density according to roll-off factor, eye diagram), and show simulated BER performance of the modem. From the simulation results, it is shown that roll-off factor of RRC filter affects to BER performance according to SNR and the designed simulation model meets the spectrum mask requirement suggested in ITU-R M.1842-1 recommendation.

User's Emotion Modeling on Dynamic Narrative Structure : towards of Film and Game (동적 내러티브 구조에 대한 사용자 감정모델링 : 영화와 게임을 중심으로)

  • Kim, Mi-Jin;Kim, Jae-Ho
    • The Journal of the Korea Contents Association
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    • v.12 no.1
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    • pp.103-111
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    • 2012
  • This paper is a basic study for making a system that can predict the success and failure of entertainment contents at the initial stage of production. It proposes the user's emotion modeling of dynamic narrative on entertainment contents. To make this possible, 1) dynamic narrative emotion model is proposed based on theoretical research of narrative structure and cognitive emotion model. 2) configuring the emotion types and emotion value, proposed model of three emotion parameter(desire, expectation, emotion type) are derived. 3)To measure user's emotion in each story event of dynamic narrative, cognitive behavior and description of user(film, game) is established. The earlier studies on the user research of conceptual, analytic approach is aimed of predicting on review of the media and user's attitude, and consequently these results is delineated purely descriptive. In contrast, this paper is proposed the method of user's emotion modeling on dynamic narrative. It would be able to contributed to the emotional evaluation of entertainment contents using specific information.

Analytic Framework of Emotion Factors for Gameplay Capability (게임플레이 가능성을 위한 감정요소 분석 프레임워크)

  • Kim, Mi-Jin;Kim, Jae-Ho
    • The Journal of the Korea Contents Association
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    • v.10 no.6
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    • pp.188-196
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    • 2010
  • This study aims at empiricallly designing method to increase player's play capability through determining of the relations of player's behavior pattern and emotion factors when having gameplay experiences in MMORPG. For modeling emotion factors on gameplay, Our preliminary studies are considered in the process of rule-based systems on cognitive science approach. These study estabilished game architecture process applied of player's cognitieve emotion reactions in specific situation of role playing games that have most noticeable interaction with players based on quest system. This approach is expected to extend instant responses, which can be controlled behind all of anti-main behavior pattern and main behavior pattern in game playing. Therefore, such study is meaningful that is proposed the analysis framework of player's emotion factors to design game playing capability in game interactions.

Visualization Tool for Scaling-Invariant Boundary Image Matching (스케일링-불변 윤곽선 이미지 매칭의 시각화 도구)

  • Moon, Seongwoo;Lee, Sanghun;Kim, Bum-Soo;Moon, Yang-Sae
    • Proceedings of the Korea Information Processing Society Conference
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    • 2015.04a
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    • pp.683-686
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    • 2015
  • 본 논문에서는 스케일링-불변 윤곽선 이미지 매칭의 시각화 도구를 제안한다. 윤곽선 이미지를 시계열로 나타낼 경우, 시계열 매칭 기술을 활용하여 대용량 윤곽선 이미지 매칭을 보다 빠르게 수행할 수 있다. 이러한 윤곽선 이미지 매칭에서, 스케일링 불변의 지원은 스케일된 유사 이미지를 검색하기 위한 중요한 요소이다. 본 논문에서는 스케일링-불변 윤곽선 이미지 매칭 시스템을 클라이언트-서버 모델을 기반으로 구현한다. 먼저, 클라이언트는 질의 이미지를 시계열로 변환하고, 스케일링 팩터 구간 및 허용치와 함께 서버에 전달하고, 매칭 결과로 반환된 이미지를 차트 형태로 시각화한다. 다음으로 서버는 다차원 인덱스를 활용하여 대용량 윤곽선 시계열 데이터에 대한 빠른 시계열 매칭을 수행한다. 구현 결과, 제안하는 윤곽선 이미지 매칭 시각화 도구는 질의 이미지와 스케일링-불변 결과 이미지를 세 가지의 차트를 통해 직관적으로 비교 및 분석 가능하게 하였다.

A Study on the Impact of Human Factors for the Students Pilot's in ATO -With Respect to Korea Aviation Act and ICAO Human Factors Training Manual- (항공법규에 의거 지정된 조종사 양성 전문교육기관의 학생조종사에 대한 휴먼팩터 영향 연구)

  • Lee, Kang-Seok
    • The Korean Journal of Air & Space Law and Policy
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    • v.26 no.2
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    • pp.149-179
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    • 2011
  • Statistics of aviation accident in Korea show that safety level of training flights is high. However, more than 80% of aviation accidents happen owing to human factors. And because most reasons of them are concerned with pilot error, it is very important for student pilots who will transport a lot of passengers to develop the knowledge of safety and abilities of risk management for preventing accidents. In this study, in order to investigate the Human Factors which affect safety in training student pilots for flight, verified the correlationbetween experiences of accident, the differences according to the experience level of training flight and the differences between college student pilots and ordinary student pilots on the basis of human factors that composes the SHELL models. For the study, Using SPSS 17.0, conducted Correlation Analysis, Analysis of Variance(ANOVA) and t-test. To sum up the result of this study, student pilot's ability and equipment in the cockpit are the important factors for safety when pilots are training flight. Also the analysis of the differences between human factors according to the characters of student pilots' groups shows that college student pilots are affected by immanent factors and organizational cultures. So far, there haven't been any accidents which is related with human casualties when training at the ATO(Approved Training Organization). But accidents can occur at any time and anywhere. Especially the human factors which comprises most of aviation accident have a wide reach and are impossible to be eliminated, therefore, it is best to minimize them. Because ATO is the starting point to lead the aviation industry of Korea, we will have to be aware of problems and improve education/training of human factors.

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