• 제목/요약/키워드: match weight

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Latent Semantic Analysis Approach for Document Summarization Based on Word Embeddings

  • Al-Sabahi, Kamal;Zuping, Zhang;Kang, Yang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권1호
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    • pp.254-276
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    • 2019
  • Since the amount of information on the internet is growing rapidly, it is not easy for a user to find relevant information for his/her query. To tackle this issue, the researchers are paying much attention to Document Summarization. The key point in any successful document summarizer is a good document representation. The traditional approaches based on word overlapping mostly fail to produce that kind of representation. Word embedding has shown good performance allowing words to match on a semantic level. Naively concatenating word embeddings makes common words dominant which in turn diminish the representation quality. In this paper, we employ word embeddings to improve the weighting schemes for calculating the Latent Semantic Analysis input matrix. Two embedding-based weighting schemes are proposed and then combined to calculate the values of this matrix. They are modified versions of the augment weight and the entropy frequency that combine the strength of traditional weighting schemes and word embedding. The proposed approach is evaluated on three English datasets, DUC 2002, DUC 2004 and Multilingual 2015 Single-document Summarization. Experimental results on the three datasets show that the proposed model achieved competitive performance compared to the state-of-the-art leading to a conclusion that it provides a better document representation and a better document summary as a result.

확률적 자료연계의 이론과 적용에 관한 연구 (A study on the probabilistic record linkage and its application)

  • 최연옥;이상인
    • 응용통계연구
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    • 제34권5호
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    • pp.849-861
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    • 2021
  • 본 논문은 확률적 자료연계 방법의 기본 개념과 이론적 모형을 소개하고, 실제 통계청 데이터를 사용하여 확률적 자료연계가 진행되는 과정과 원리를 보여준다. 먼저 확률적 자료연계와 결정적 자료연계와의 차이를 간단히 알아보고, 확률적 자료연계 방법론의 토대가 되는 Fellegi-Sunter 모형의 기본 구성과 관련된 모수(m-확률, u-확률), 가중치, 매치여부 판정기준에 대해 기술한다. 그리고 통계청 등록센서스와 인구총조사 자료를 이용하여 그 모형을 적용한 자료연계가 이루어지는 구체적인 과정에 대해 설명하고, 이를 통해 얻어진 연계 결과의 정확성을 살펴본다.

Effect of Beef Growth Type on Cooking Loss, Tenderness, and Chemical Composition of Pasture- or Feedlot-developed Steers

  • Brown, A.H.;Camfield, P.K.;Rowe, C.W.;Rakes, L.Y.;Pohlman, F.W.;Johnson, Z.B.;Tabler, G.T.;Sandelin, B.A.
    • Asian-Australasian Journal of Animal Sciences
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    • 제20권11호
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    • pp.1746-1753
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    • 2007
  • Steers (n = 335) of known genetic background from four fundamentally different growth types were subjected to two production systems to study differences in cooking loss (CL), tenderness, and chemical composition. Growth types were animals with genetic potential for large mature weight-late maturing (LL), intermediate mature weight-late maturing (IL), intermediate mature weight -early maturing (IE), and small mature weight-early maturing (SE). Each year, in a nine-year study, calves of each growth type were weaned and five steers of each growth type were developed on pasture or feedlot and harvested at approximately 20 and 14 mo of age, respectively. Data collected were CL and Warner-Bratzler shear force (WBS) for the Longissimus dorsi (LM), Psoas major (PS), and Quadriceps femoris (QF) muscles. Chemical composition was also determined from the right fore- and hindquarter. Data were analyzed using least squares analysis of variance for unequal subclass numbers. The beef growth $type{\times}production$ system interaction was significant for CL and WBS of the LM and ash in the lean trim of the forequarter. Growth types of LL and IL had greater (p<0.05) mean percentage CL in the PS and QF muscles than did IE and SE steers. Growth type LL had the highest (p<0.05) mean for both moisture and protein in the fore- and hindquarters; while SE had the lowest numerical mean value for moisture and protein in the fore- and hindquarters. Shear force of the PS did not differ (p>0.05) among steers of the four growth types. Increasing challenges to the cattle feeding industry may dictate that pasture development play a larger role in future production regimes. Producers should strive to match genetic growth type with available resources in order to remain viable and continue producing a quality product.

굽힘 하중을 받는 딤플형 내부구조 금속 샌드위치 판재의 최적설계변수의 수식화 및 파손선도 (Formulation of Optimal Design Parameters and Failure Map for Metallic Sandwich Plates with Inner Dimpled Shell Structure Subject to Bending Moment)

  • 성대용;정창균;윤석준;안동규;양동열
    • 한국정밀공학회지
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    • 제23권8호
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    • pp.127-136
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    • 2006
  • Metallic sandwich plates with inner dimpled shell subject to 3-point bending have been analyzed and then optimized for minimum weight. Inner dimpled shells can be easily fabricated by press or roll with high precision and bonded with same material skin sheets by resistance welding or adhesive bonding. Metallic sandwich plates with inner dimpled shell structure can be optimally designed for minimum weight subject to prescribed combination of bending and transverse shear loads. Fundamental findings for lightweight design are presented through constrained optimization. Failure responses of sandwich plates are predicted and formulated with an assumption of narrow sandwich beam theory. Failure is attributed to four kinds of mechanisms: face yielding, face buckling, dimple buckling and dimple collapse. Optimized shape of inner dimpled shell structure is a hemispherical shell to minimize weight without failure. It is demonstrated that bending stiffness of sandwich plate is 2 or 3 times larger than solid plates with the same strength. Failure mode boundaries and iso-strength lines dependent upon the geometry and yield strain of the material are plotted with respect to geometric parameters on the failure map. Because optimal parameters of maximum strength for given material weight can be selected from the map, analytic solutions for maximum strength are expressed as a function of only material property and proposed strength. These optimal parameters match well with numerical optimal parameters.

면 객체 매칭을 위한 판별모델의 성능 평가 (Evaluation of Classifiers Performance for Areal Features Matching)

  • 김지영;김정옥;유기윤;허용
    • 한국측량학회지
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    • 제31권1호
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    • pp.49-55
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    • 2013
  • 데이터마이닝과 바이오인식 분야의 판별모델의 성능평가 방법을 이종의 공간 데이터 셋의 매칭에 적용함으로써 좋은 매칭결과를 보이는 판별모델을 도출하고자 한다. 이를 위하여 매칭 기준별 매칭 후보객체 쌍의 거리 값을 구하고, 이들 거리 값을 Min-Max 방법과 Tanh 방법으로 정규화하여 유사도를 산출한다. 산출된 유사도를 CRITIC 방법, Matcher Weighting 방법 그리고 Simple Sum 방법으로 결합하여 형상유사도를 도출하는 판별모델을 적용하였다. 각 판별모델을 PR곡선과 AUC-PR로 평가한 결과, Tanh 정규화와 Simple Sum 방법을 적용한 판별모델의 AUC-PR이 0.893으로 가장 높게 나타났다. 따라서 이종의 공간 데이터 셋의 매칭을 위해서는 Tanh 정규화를 이용하여 각 매칭기준별 유사도를 산출하고 Simple Sum 방법으로 형상유사도를 구하는 판별모델이 적합한 것으로 사료된다.

Improving hydration in elite male footballers during a national team training camp - an observational case study

  • Mohr, Magni;Nolsoe, Eli Leifsson;Krustrup, Peter;Fatouros, Ioannis G.;Jamurtas, Athanasios Z.
    • 운동영양학회지
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    • 제25권4호
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    • pp.10-16
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    • 2021
  • [Purpose] The purpose of this study was to (i) assess hydration levels in elite male football players during a national team training camp before and during qualifying matches, (ii) evaluate the effect of coaching strategies for hydration based on feedback from hydration monitoring, and (iii) assess possible relationships between hydration status and training load or wellness markers. [Methods] Thirty-one male players (age 27±4 yrs; height 185±6 cm; weight 82.9±6.7 kg; body fat 10.4±2.3%) representing a national team from the Union of European Football Associations (UEFA) participated. The players were studied during three different national team training camps related to the UEFA Nations League tournament. Urine specific gravity (USG) was measured to assess hydration status. During all camps, the players were actively coached on improving strategies for hydration and given individual feedback on their test results. The training load was measured using GPS technology, and wellness questionnaires were completed. [Results] USG decreased progressively and significantly (p<0.005) during camp 1 and hydration status improved over the three camps, with fewer dehydrated and more well-hydrated players identified during the last part of camp 3. Significantly (p<0.05) higher USG values were observed 2 days prior to a match (MD-2) than on match day (MD); consequently, 52% of the players were dehydrated on MD-2 and only 6% on MD. No correlations were observed between hydration status and training load or wellness markers. [Conclusion] Dehydration is a challenge in elite male football, but continuous monitoring of hydration status and coaching on hydration strategies can lead to major improvements and reduce the degree of dehydration.

기하학적 특징 모델을 이용한 강건한 영상 모자이크 기법 (Robust Image Mosaic using Geometrical Feature Model)

  • 김정훈;김대현;윤용인;최종수
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 추계종합학술대회 논문집(4)
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    • pp.13-16
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    • 2000
  • This paper presents a robust method to combine a collection of images with small fields of view to obtain an image with a large field of view. In the previous works, there are two main areas which one is a cross correlation-based method and the other is a feature-based method. The former is based on motion estimation from video sequences. so there are a problem on rotating a camera about optical axis. In the latter method, it is difficult to match correspondence feature points correctly.'re find correct correspondences, we proposed the geometrical feature model and correspondence filters and the Gaussian distribution weight function to blend the images smoothly. The experiments show that our method is robust and effective.

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퍼지논리를 이용한 유도모터 드라이브의 견실한 속도 제어기 (A Robust Speed Controller For Induction Motor Driver Using Fuzzy Logic)

  • 신위재;이수흠;이팔진
    • 한국지능시스템학회논문지
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    • 제8권4호
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    • pp.62-68
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    • 1998
  • 본 연구에서는 유도모터 드라이브의 파라미터변동 및 외란의 효과를 고려한 속도 제어기를 설계하였다. 제안된 퍼지 P-I 제어기는 원하는 속도 추종사양에 합치되도록 설계되었으며 외란에 기인된 파라미터 변동의 영향을 최소화 하기위해 퍼지 가중행력을 이용한 견실제어기를 구성하였다. 드라이브의 원하는 속도 추종 제어성은 넓은 동작 범위내에서 지속되었으며 양호한 속도 성능을 모의 실험에 의해 확인 하였다.

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A Study on Autocascade Refrigeration System Using Carbon Dioxide and R134a Mixture

  • Park, Soo-Nam;Kim, Min-Soo
    • International Journal of Air-Conditioning and Refrigeration
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    • 제9권1호
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    • pp.39-49
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    • 2001
  • Investigation of the performance of an autocascade refrigeration system using the refrigerant mixtures of R744 (carbon dioxide) and R134a (1,1,1,2-tetrafluoroethane) has been carried out by simulation and experiment. Cycle simulation using a constant UA model in heat exchangers has been performed for R744/134a mixtures of the compositions ranging from 10/90 to 30/70 by weight. Variations of mass flow rate of refrigerant, compressor work, refrigeration capacity and COP with respect to mass fraction of R744/134a mixture were presented. Performance test has been executed in the autocascade refrigeration system by varying secondary fluid temperatures at evaporator and condenser inlets. Experimental results match quite well with those obtained from the simulation.

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정성적, 정량적 기법의 혼합 전략을 통한 화학공정의 이상진단에 관한 연구 (A study on fault diagnosis for chemical processes using hybrid approach of quantitative and qualitative method)

  • 오영석;윤종한;윤인섭
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1996년도 한국자동제어학술회의논문집(국내학술편); 포항공과대학교, 포항; 24-26 Oct. 1996
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    • pp.714-717
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    • 1996
  • This paper presents a fault detection and diagnosis methodologies based on weighted symptom model and pattern matching between the coming fault propagation trend and the simulated one. At the first step, backward chaining is used to find the possible cause candidates for the faults. The weighted symptom model(WSM) is used to generate those candidates. The weight is determined from dynamic simulation. Using WSMs, the methodology can generate the cause candidates and rank them according to the probability. Secondly, the fault propagation trends identified from the partial or complete sequence of measurements are compared to the standard fault propagation trends stored a priori. A pattern matching algorithm based on a number of triangular episodes is used to effectively match those trends. The standard trends have been generated using dynamic simulation and stored a priori. The proposed methodology has been illustrated using two case studies and showed satisfactory diagnostic resolution.

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