• Title/Summary/Keyword: Mutual Distance

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Comparison of Homograph Meaning Representation according to BERT's layers (BERT 레이어에 따른 동형이의어 의미 표현 비교)

  • Kang, Il Min;Choi, Yong-Seok;Lee, Kong Joo
    • Annual Conference on Human and Language Technology
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    • 2019.10a
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    • pp.161-164
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    • 2019
  • 본 논문은 BERT 모델을 이용하여 동형이의어의 단어 표현(Word Representation) 차이에 대한 실험을 한다. BERT 모델은 Transformer 모델의 인코더 부분을 사용하여 양방향을 고려한 단어 예측과 문장 수준의 이해를 얻을 수 있는 모델이다. 실험은 동형이의어에 해당되는 단어의 임베딩으로 군집화를 수행하고 이를 Purity와 NMI 점수로 계산하였다. 또한 각 단어 임베딩 사이를 코사인거리(Cosine Distance)로 계산하고 t-SNE를 통해 계층에 따른 변화를 시각화하였다. 군집된 결과는 모델의 중간 계층에서 점수가 가장 높았으며, 코사인거리는 8계층까지는 증가하고 11계층에서 급격히 값이 변하는 것을 확인할 수 있었다.

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A Density Peak Clustering Algorithm Based on Information Bottleneck

  • Yongli Liu;Congcong Zhao;Hao Chao
    • Journal of Information Processing Systems
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    • v.19 no.6
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    • pp.778-790
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    • 2023
  • Although density peak clustering can often easily yield excellent results, there is still room for improvement when dealing with complex, high-dimensional datasets. One of the main limitations of this algorithm is its reliance on geometric distance as the sole similarity measurement. To address this limitation, we draw inspiration from the information bottleneck theory, and propose a novel density peak clustering algorithm that incorporates this theory as a similarity measure. Specifically, our algorithm utilizes the joint probability distribution between data objects and feature information, and employs the loss of mutual information as the measurement standard. This approach not only eliminates the potential for subjective error in selecting similarity method, but also enhances performance on datasets with multiple centers and high dimensionality. To evaluate the effectiveness of our algorithm, we conducted experiments using ten carefully selected datasets and compared the results with three other algorithms. The experimental results demonstrate that our information bottleneck-based density peaks clustering (IBDPC) algorithm consistently achieves high levels of accuracy, highlighting its potential as a valuable tool for data clustering tasks.

A Study on the Marketing Strategics for General Hospital (종합병원 마케팅 전략에 대한 평가;서울시 0병원 직원 ${\cdot}$ 환자 설문조사를 중심으로)

  • Kim, Eul-Soon
    • Journal of Korean Academy of Nursing Administration
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    • v.2 no.1
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    • pp.141-150
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    • 1996
  • As the medical markets have gradually changed from suppliers' markets to consumers' ones, the demands for consumer-centered strategies of hospital management and marketing, improved medical services, etc., have been increasing. Under such circumstances, this study was aimed at evaluating the marketing policies of our hospitals centering around the internal, cxternal and mutual marketing for consumers, and thereby presenting more influential strategies for hospitals. For this purpose, the employees and patients of a third stage general hospital in Seoul were surveyed by means of a questionnaire. All in all, 285 patients and 284 employees answered the questionnaire. The results of the survey can be summarized as follows : First, patients come to a hospital directly, according to rumors or being introduced by its employee. Second, the important factors determining patients' choice of a hospital are facility, medical staff, traffic and employee. Other factors are patient's age, living area, distance between patient's house and hospital, etc. Third, patients' perception of a hospital affects their choice of the hospital. Fourth, employees and patients perceive differently the marketing strategies of the hospital. Fifth, well-planned marketing strategies may change some sources of inconveniences into those of conveniences. Based on the above findings, effective marketing strategies for gonoral hoopitale can be presented as followes. 1. The poblic relations of hospital should be established first with visiting patients and employees. 2. The marketing strategies should be-based on the factors determing patient's preferences for hospital. 3. The marketing strategies should be flcxiblc enough to complement the weak points of the hospital. 4. The marketing strategies should be directed towards the improved medical services as well as mutual actions between consumers and employccs. 5. The marketing strategies should take into consideration employees perception and thus induce their voluntary participation. All in all, the study may be limited in that its results cannot be easily generalizod due to its small size, patients' variublcs rather than qualitative medical services are primarily reviewed, and that it depended on a straight forward questlonnaire survey.

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Analysis of the Influence of Mutual Relation of Optical Pulse Frequency Chirp and Kerr Effect on the Mid-Span Spectral Inversion Methods for the Long-Haul Optical Transmission (광 펄스 주파수 첩과 Kerr 효과의 상호 관계가 장거리 광 전송을 위한 MSSI 보상 기법에 미치는 영향 분석)

  • 이성렬;이윤현
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.13 no.9
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    • pp.898-906
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    • 2002
  • In this paper, we investigated the improvement degree of transmission distance of the various initial frequency chirped optical pulse with 5 dBm initial power dependence on the various bit rate and fiber dispersion coefficient, when MSSI(Mid-Span Spectral Inversion) with the optimal pump power condition is adopted for the compensation method for optical pulse distortion. And we analyzed the influence of mutual relation of optical pulse frequency chirp and Kerr effect on the MSSI methods for the long-haul optical transmission through the computer simulation. We found that the compensation degree of distorted optical pulse varies as a consequence of the variation of combined phase modulation of self phase modulation(Kerr effect) and initial frequency chirp parameter dependence on the fiber dispersion coefficient. And we found that, if the transmission bit rate is increased k times, the dispersion coefficient value of dispersion shift fiber is decreased $2^k$ times so as to be almost the same performance of the transmission system with k times lower bit rate.

Electrical Resistivity Survey in the Eon-Yang Fault Area, Southeastern Korean Peninsula (경상분지(慶尙盆地) 언양단층(彦陽斷層) 지역(地域)에 대(對)한 전기비저항(電氣比抵抗) 탐사연구(探査硏究))

  • Kim, In-Soo;Kim, Jong-Yeol
    • Economic and Environmental Geology
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    • v.16 no.1
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    • pp.11-18
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    • 1983
  • Gyeongsang Basin in the southeastern part of the Korean peninsular is characterized by many fault systems. To decipher the geotectonical evolution of the Korean peninsular and marginal basins in her adjacent areas it is prerequisite to understand the spatial distribution pattern and mutual relationships of these fault systems. Because of difficulties in finding any criterion to recognize the faults in field, their extension and mutual relationships in ages are not very clear yet. As an attempt to find geophysical criteria to recognize the fault, geoelectrical resistivity survey was carried out in this study. With the Wenner configuration four resistivity soundings and twenty seven resistivity profilings were done. The electrode distance used was up to 50m. From the results of the resistivity soundings and boring data of earlier groundwater investigations the depth of alluvial and weathered zone was established to be at most 20m in the study area. In the resistivity profiling low resistivity anomaly zones are detected on every traverse, which are interpreted as caused by fractures, fault clays and mylonites in the fault zone. The width of the fault zone amounts to 0.3-1km. By correlating and connecting the negative anomaly zones from traverse to traverse one can determine the trend of th of the faultzone and therefore that of fault itself. The recognized fault trend in this way was $N15^{\circ}-20^{\circ}E$ and this coincides with the direction of the inferred fault line from earlier geological surface mapping. With the help of this characteristical negative anomaly the existance of another $N80^{\circ}W$ trending fault was estabished. This study has shown that geoelectrical resistivity survey can be applied successfully to the problem of tracing fault line insofar as a fault zone has been developed along fault line.

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A Study on Low-Cost RFID System Mutual Authentication Scheme using Key Division (키 분할을 이용한 Low-Cost RFID 시스템 상호 인증 방안에 관한 연구)

  • Kang, Soo-Young;Lee, Im-Yeong
    • The KIPS Transactions:PartC
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    • v.14C no.5
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    • pp.431-438
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    • 2007
  • RFID system is core technology that construct ubiquitous environment for replacement of barcode technology. Use ratio of RFID system rapidly increase because the technology has many good points such as identification speed, storage space, convenience etc. But low-cost tag operates easily by query of reader, so the system happened user privacy violent problem by tag information exposure. The system studied many ways for security application, but operation capability of low-cost tag is about $5K{\sim}10K$ gates, but only $250{\sim}3K$ gates allocated security part. So it is difficult to apply security to the system. Therefore, this scheme uses dividing 64 bits and reduces arithmetic, so proposed scheme provide mutual authentication that can apply to low-cost RFID system. Existing methods divide by 4 and used 96 bits. However, that reduces 32 bits length for lightweight and reduced from communication number of times of 7 times to 5 times. Also, because offer security by random number than existing scheme that generate two random numbers, that is more efficient. However, uses hash function for integrity that was not offered by XOR arithmetic and added extension of proposed scheme. Extended scheme is not offered efficiency than methods that use XOR arithmetic, but identification distance is mode that is proposed secure so that can use in for RFID system.

Implementation and Verification of Distance Relay Models for Real Time Digital Simulator (실시간 전력계통 시뮬레이터를 이용한 보호계전모델 개발)

  • Lee, Joo-Hun;Yoon, Yong-Beum;Cha, Seung-Tae;Lee, Jin;Choe, Jong-Woon
    • The Transactions of the Korean Institute of Electrical Engineers A
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    • v.52 no.7
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    • pp.393-400
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    • 2003
  • This paper discusses how to implement and verify a software model of the digital relay that can be added to real time digital simulator(RTDS) model library and is then subjected to the same outputs as the actual relay. The software model is stand-alone and can be used with real relays. It is also possible to conduct interactive real-time tests when the system effects of the relay action need to be investigated. The characteristics of mho type and the quadrilateral type, which is commonly used in recently developed relays, are modeled in this paper. Single circuit line and double circuit line system are used for model verification. The transmission lines are each 100 km in length and are modeled as distributed parameter lines but not frequency dependent. The transmission lines in the single circuit system are modeled as ideally transposed line. The mutual coupling data with the parallel line was taken account in the transmission lines for the double circuit system. The main CTs and PTs are included and operated in their linear region during the tests. For the purpose of testing the relay model accuracy the faults have been applied at various points on the protected line. Its accuracy is assessed against theoretical values.

Comparison of Normalized Site Attenuation on Finite Ground Plane (유한 접지판 위의 정규화 시험장 감쇠량 비교)

  • Yoon, Kwang-Yeol
    • The Journal of the Korea institute of electronic communication sciences
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    • v.6 no.4
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    • pp.473-478
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    • 2011
  • The extent of a rectangular conducting plane for measuring electromagnetic interference is discussed. Mutual coupling between the transmit and receive antennas is negligible, the effects of the ground plane on the normalized site attenuation(NSA) are considered by applying GTD(Geometric theory of diffraction). The calculation was done for the case that measuring distance(d) was 3 m for both horizontal and vertical polarizations. As the result, the size of the rectangular ground plane almost never affects upon NSA for horizontal polarization, but for vertical case, when both width and length of the rectangular plane are several times as long as distance, the effects of the edges are reduced under 1 dB.

Implementation of Wireless Charger with the Function of Auto-Shutdown for fully Implantable Middle Ear Hearing Devices (완전 이식형 인공중이를 위한 자동 충전종료형 무선 충전장치의 구현)

  • Lee, Jang-Woo;Lim, Hyung-Gyu;Jung, Eui-Sung;Han, Ji-Hun;Lee, Seung-Hyun;Park, Il-Yong;Cho, Jin-Ho
    • Journal of Biomedical Engineering Research
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    • v.28 no.4
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    • pp.539-548
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    • 2007
  • In the paper, a wireless charger with the function of auto-shutdown for fully implantale middle ear hearing devices (F-IMEHD) has been designed. The wireless charger can communicate with an implant module to be turned off automatically shutdown after an internal rechargeable battery has been fully-charged by electromagnetic coupling using two coils. For the communication with an implant module, the wireless charger uses the load shift keying (LSK) method. But, the variation of the mutual inductance due to the different distance between two coils can cause the communication error in receiving the fully-charged signal from an implant module. To solve the problem, the implemented wireless charger has a variable reference generator for LSK communication. The wireless charger generates proper level of the reference voltage for a comparator using an ADC (analog-to-digital converter) and a DAC (digital-to-analog converter). Through the result of experiment, it has been confirmed that the presented wireless charger can detect signals from implantable module. And wireless charger can stop generating electromagnetic flux after an implanted battery has been fully charged in spite of variable coil distance according to different skin thickness.

Development of a Self Directed Learning System for the Course 'Computer' in Middle and High Schools (중등학교 컴퓨터 교과에 대한 자기 주도적 학습 시스템의 개발)

  • Kim, Heung-Hwan;Jeon, Soo-Jeong
    • The Journal of Korean Association of Computer Education
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    • v.8 no.1
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    • pp.1-12
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    • 2005
  • In this paper, we analyze the course 'computer' on middle and high schools. and propose new organization of the course to enhance the ability of self-directed learning. We also develop a learning system for new organization, based on self-directed teaching and learning principles. The developed learning system makes students choose the topics according to their interest and advance learning by the schedule they set by themselves. To promote students' participation, the teacher also gives students various learning tasks. Through e-board and Q&A, we also accelerate mutual communication among teachers and students, to do teaching-learning activities vigorously.

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