• 제목/요약/키워드: interpretation technique

검색결과 369건 처리시간 0.024초

Leadership Development in Students as Part of Attitude Development

  • Zhou Yongjun;Viktoriia O. Anishchenko;Olena V. Vasylenko;Nataliia V. Iaremenko;Mykhailo V. Fomin
    • International Journal of Computer Science & Network Security
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    • 제23권7호
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    • pp.79-90
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    • 2023
  • Leadership development corresponds to the focus on the individual's success and competitiveness strategy. This is the optimal direction of the organization of attitude development because it covers two aspects of the student's personality development, professionally-oriented and self-centric. The aim of the study is to identify and compare the leadership level in second-and fourth-year students to see dynamics of development and implementation of the leadership phenomenon in the professional and personal making up of future specialists. Based on the theoretical analysis of the issue, the authors developed an objective and subjective diagnostic model for leadership skills. In this study, data of the objective diagnostic technique are the key. Subjective diagnostic technique for leadership skills provides insights for problem interpretation. At the level of the first group of respondents, the average Leadership Skills Level of the second-year students was quite low and was found within the medium level. The second group of respondents consisting of the fourth-year students showed a slight but effective improvement. The Leadership Skills of this group were found at a sufficient level. Positive dynamics was revealed for all criteria of leadership skills as a result of applying objective diagnostic methods: decreased percentage of students with negative and relatively low markers of Leadership Skills Level and corresponding increase in percentage of applicants with positive markers of Leadership Skills Level. Further research can be organized in the direction of identifying and developing successful universal and professionally-oriented tactics for leadership development in students as part of attitude development.

LIME과 SHAP 모델 공유에 의한 모델 해석 (Model Interpretation through LIME and SHAP Model Sharing)

  • 김용길
    • 한국인터넷방송통신학회논문지
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    • 제24권2호
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    • pp.177-184
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    • 2024
  • 데이터가 빠른 속도로 증가하고 있는 가운데 가능한 최고의 정확도를 달성하기 위해 모든 종류의 복잡한 앙상블 및 딥 러닝 알고리즘이 사용되고 있다. 그렇지만, 이러한 모델이 알 수 없는 데이터를 예측/분류/인식/추적하는 방법과 관련하여 예측, 분류, 인식, 추적이 항상 신뢰할 수 있는 것은 아니다. 데이터 부족, 불균형 데이터 세트, 편향된 데이터 세트 등과 같은 다양한 이유가 학습 모델에 의해 포착되는 결정에 영향을 미칠 수 있다. 이와 관련하여 현재 모델의 설명 가능성에 관한 연구가 관심을 끌고 있다. 현재 설명 가능성 기법과 관련하여 LIME과 SHAP가 보편적으로 사용되고 있지만, 출력 결과들은 다소 상이한 측면을 나타내고 있다. 이에 본 연구에서는 LIME과 SHAP을 결합하는 방식을 소개하고, 데모와 관련해서 IEEE CIS 데이터 세트에서 거래를 사기로 분류할 때 LightGBM 및 Keras 모델이 내린 결정에 대한 설명 가능성을 분석한다.

수치항공사진측량의 최적화 방안 연구 (Optimal method of digital photogrammetry)

  • 이정화
    • 한국측량학회:학술대회논문집
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    • 한국측량학회 2002년도 창립 20주년기념 국제학술대회
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    • pp.67-75
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    • 2002
  • 수치항공사진측량법은 지속적인 컴퓨터공학의 발전으로 인해 측량분야에 있어 발전적인 방법중의 하나로 대두되었다. 현재의 수치항공사진측량은 많은 측정장비와 검사법을 활용할 수 있다는 장점을 지니고 있다. 하지만 자동화의 측면에서 볼 때 완전히 개발된 상태라고 할 수는 없다. 기존의 항공사진측량 순서에 따른 작업흐름은 지상기준점 측량, 판독 및 지적정보취득 등 외업의 작업량에 따라 지연되어진다. 이에 공정의 간소화를 연구함으로서 수치도화법 경제적 활용가능성을 타진할 수 있다. 이에 본 연구는 새로운 작업흐름 개발과 알고리즘 연구에 초점을 두었다. 본 연구결과 경제적인 비용절감과 지형 및 지적도 제작의 기술증진에 의 효과를 얻을 수 있다.

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Optical CDMA 근거리망을 위한 M-진 전송기술에 대한 연구 (On the Application and Optimization of M-ary Transmission Techniques to Optical CDMA LANs)

  • 윤용철;최진우;김영록
    • 한국통신학회논문지
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    • 제29권8C호
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    • pp.1086-1103
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    • 2004
  • Most research efforts on the OCDMA technology assume single-bit-per-symbol transmission techniques such as on-off keying. However, achieving high spectral efficiency with such transmission techniques is likely to be a challenging task due to the "unipolar" nature of optical signals. In this paper, an M-ary transmission technique using more than two equally-weighted codes is proposed for OCDMA local area networks, and ie BER performance and spectral efficiency are analyzed. Poison frame arrival and randomly generated codes are assumed for the BER analysis, and the probability of incorrect symbol detection is analytically derived. From the approximation, it is found that there exists an optimal code weight that minimizes the BER, and its physical interpretation is drawn in an intuitive and simple statement. Under the assumption of this optimized code weight and sufficiently large code dimension, it is also shown that the spectral efficiency of OCDMA networks can be significantly improved by increasing the number (M) of symbols used. Since the cost of OCDMA transceivers is expected to increase with the code dimension, we finally provide a guideline to determine the optimal number of symbols for a given code dimension and traffic load.

Rain-wind induced vibration of inclined stay cables -Part II: Mechanical modeling and parameter characterisation

  • Cosentino, Nicola;Flamand, Olivier;Ceccoli, Claudio
    • Wind and Structures
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    • 제6권6호
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    • pp.485-498
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    • 2003
  • This paper presents a mechanical model of Rain-Wind Induced Vibration (RWIV) of stay cables. It is based on the physical interpretation of the phenomenon as given in Cosentino, et al. (2003, referred as Part I). The model takes into account all the main forces acting on cable, on the upper water rivulet (responsible of the excitation) and the cable-rivulet interaction. It is a simplified (cable cross-sectional and deterministic) representation of the actual (stochastic and three-dimensional) phenomenon. The cable is represented by its cross section and it is subjected to mechanical and aerodynamic (considering the rivulet influence) forces. The rivulet is supposed to oscillate along the cable circumference and it is subjected to inertial and gravity forces, pressure gradients and air-water-cable frictions. The model parameters are calibrated by fitting with experimental results. In order to validate the proposed model and its physical basis, different conditions (wind speed and direction, cable frequency, etc.) have been numerically investigated. The results, which are in very good agreement with the RWIV field observations, confirm the validity of the method and its engineering applicability (to evaluate the RWIV sensitivity of new stays or to retrofit the existing ones). Nevertheless, the practical use of the model probably requires a more accurate calibration of some parameters through new and specifically oriented wind tunnel tests.

Chemical Properties of the Individual Asian Dust Particles Clarified by Micro-PIXE Analytical System

  • Ma, Chang-Jin;Kang, Gong-Unn;Kasahara, Mikio;Tohno, Susumu
    • Asian Journal of Atmospheric Environment
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    • 제8권3호
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    • pp.154-161
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    • 2014
  • The present study was undertaken to evaluate the chemical characteristics of Asian dust (hereafter called "AD") particles with the aid of the most advanced micro-PIXE (Particle-induced X-ray emission) analytical technique. To this end, size-selected particles were sampled on a rural peninsula of Korea (Byunsan, 35.37N; 126.27E) during AD and non-AD periods in 2004. The coarse particle (> $2{\mu}m$) number density during an AD event were 170 times higher than those of the non-AD counterpart. The average net-count of silica in individual particles collected on AD event was roughly 11 times higher than that of non-AD counterpart. The X-ray net-counts of trace elements (Zn, Co, Mn, and V) were also considerably high in AD relative to the non-AD day. Particle classification based on the inter ratio analysis of elemental net-count suggests that a large portion of the coarse particles collected during AD event underwent chemical transformation to a certain degree. The visual interpretation of micro-PIXE elemental maps and elemental localization data in and/or on individual AD particles clarified the internal mixture of AD particles with sea-salt and artificial metallic particles.

임금근로자의 고용형태별 유해요인 노출 격차의 업종별 직종별 분포 특성 (The disparity profile of working conditions by the type of employment according to the economic sectors and occupations)

  • 이경용;김기식;윤영식
    • 대한안전경영과학회지
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    • 제15권4호
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    • pp.197-207
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    • 2013
  • OSHA(Occupational Safety and Health Act) generally regulates employer's business principles in the workplace to maintain safety environment. This act has the fundamental purpose to protect employee's safety and health in the workplace by reducing industrial accidents. Authors tried to investigate the correlation between 'occupational injuries and illnesses' and level of regulation compliance using Survey on Current Status of Occupational Safety & Health data by the various statistical methods, such as generalized regression analysis, logistic regression analysis and poison regression analysis in order to compare the results of those methods. The results have shown that the significant affecting compliance factors were different among those statistical methods. This means that specific interpretation should be considered based on each statistical method. In the future, relevant statistical technique will be developed considering the distribution type of occupational injuries.

Detection of Second-Layer Corrosion in Aging Aircraft

  • Kim, Noh-Yu;Yang, Seun-Yong
    • 비파괴검사학회지
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    • 제29권6호
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    • pp.591-602
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    • 2009
  • The Compton backscatter technique has been applied to lap-joint in aircraft structure in order to determine mass loss due to exfoliative corrosion of the aluminum alloy sheet skin. The mass loss of each layer has been estimated from Compton backscatter A-scan including the aluminum sheet, the corrosion layer, and the sealant. A Compton backscattering imaging system has been also developed to obtain a cross-sectional profile of corroded lap-splices of aging aircraft using a specially designed slit-type camera. The camera is to focus on a small scattering volume inside the material from which the backscattered photons are collected by a collimated scintillator detector for interpretation of material characteristics. The cross section of the layered structure is scanned by moving the scattering volume through the thickness direction of the specimen. The theoretical model of the Compton scattering based on Boltzmann transport theory is presented for quantitative characterization of exfoliative corrosion through deconvolution procedure using a nonlinear least-square error minimization method. It produces practical information such as location and width of planar corrosion in layered structures of aircraft, which generally cannot be detected by conventional NDE techniques such as the ultrasonic method.

구강암의 진단에 사용되어지는 PET/CT: 임상 증례 (THE PET/CT IN THE DIAGNOSIS OF ORAL CANCER: CLINICAL CASES)

  • 김성진;김용각;김철
    • Journal of the Korean Association of Oral and Maxillofacial Surgeons
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    • 제31권2호
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    • pp.178-182
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    • 2005
  • With the development of systemic diagnostic technique in cancer, the diagnostic methods of head and neck region are developing, also. Now, it is usually used computed tomography(CT), magnetic resornance image(MRI) in head and neck cancer and positron emission tomography(PET) is being increased in diagnostic use because of tumor specificity and accuracy. However, CT and MRI show the advantage of showing precise anatomical landmarks, but the disadvantage of these methods is much affecting by anatomical variations and changes. Otherwise, PET presents the imaging of physiologic and biochemical phenomenon and the disadvantage is the difficult differentiation of normal physiologic uptake, the lack of normal anatomical landmarks. PET/CT, the combination of clinical PET and CT imaging in a single unit is introduced recently, and it helps to get more accurate diagnostic interpretation and to improve in evaluating response to therapy, in management of patients with malignant tumors. So, we report the advantages of PET/CT in the diagnosis of oral cancer with review of literatures.

세침흡인 검체의 전자현미경 검색으로 진단된 전이성 악성 흑색종 1예 (Electron Microscopic Study on Fine Needle Aspiration Cytology of Metastatic Malignant Melanoma)

  • 이동화;진소영;권계현
    • 대한세포병리학회지
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    • 제3권2호
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    • pp.82-89
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    • 1992
  • Electron microscopy (EM) can provide a valuable contribution to light microscopy (LM) In the Interpretation of fine needle aspiration cytology (FNAC) specimen, especially in the diagnosis of the tumor. However, considerable care in processing the specimen is mandatory to recover the cells and avoid altering the fine structures. We experienced a case of malignant melanoma in 33-yrs-old female, diagnosed by EM study of FNAC specimen from the axillary mass, who was initially thought as disseminated carcinomatosis on LM study. The technique of EM study on FNAC specimen consisted of washing the needle and syringe in 2.5% glutaraldehyde after a rapid stain (Diff-Quik), which was used to obtain a preliminary diagnostic impression and to assure the adequacy of the EM specimen. After centrifugation in the steps of fixation and dehydration, the sediment was made into an epon block and examined. The whole processing time of EM study can be shortened within 7 or 8 hours, and results can be available within 48 to 72 hours. Our experience suggests the EM study on FNAC can be a useful diagnostic method in the diagnosis of difficult FNAC cases.

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