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Paper Recommendation Using SPECTER with Low-Rank and Sparse Matrix Factorization

  • Panpan Guo;Gang Zhou;Jicang Lu;Zhufeng Li;Taojie Zhu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권5호
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    • pp.1163-1185
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    • 2024
  • With the sharp increase in the volume of literature data, researchers must spend considerable time and energy locating desired papers. A paper recommendation is the means necessary to solve this problem. Unfortunately, the large amount of data combined with sparsity makes personalizing papers challenging. Traditional matrix decomposition models have cold-start issues. Most overlook the importance of information and fail to consider the introduction of noise when using side information, resulting in unsatisfactory recommendations. This study proposes a paper recommendation method (PR-SLSMF) using document-level representation learning with citation-informed transformers (SPECTER) and low-rank and sparse matrix factorization; it uses SPECTER to learn paper content representation. The model calculates the similarity between papers and constructs a weighted heterogeneous information network (HIN), including citation and content similarity information. This method combines the LSMF method with HIN, effectively alleviating data sparsity and cold-start issues and avoiding topic drift. We validated the effectiveness of this method on two real datasets and the necessity of adding side information.

수량 비교 과제의 형식에 따른 아동의 수 민감도 측정치의 구성 타당도 및 예측 타당도 비교 (Comparing Construct and Predictive Validities of the Measurement of Children's Approximate Number Acuity Depending on Numerosity Comparison Task Format)

  • 박윤지;조수현
    • 인지과학
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    • 제25권2호
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    • pp.159-187
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    • 2014
  • 대략적 수 민감도(approximate number sense)란 수량에 대하여 대략적인 비교와 덧셈 등의 기본적인 조작을 할 수 있는 능력을 말한다. 선행 연구들은 수 민감도를 측정하기 위해 두 개의 점 집합의 수량을 비교하는 과제를 사용하였다. 선행 연구들이 보고한 수 민감도 수치에는 상당한 편차가 존재하는데 이는 수량 과제 비교의 형식의 차이에 기인할 가능성이 크다. 본 연구는 아동의 수 민감도 측정에 더 적절한 수량 비교 과제의 형식에 대해 알아보았다. 선행 연구에서 가장 흔히 사용된 수량 비교 과제는 서로 다른 색깔의 두 점 집합이 서로 섞여서 제시되는 혼재형(intermixed) 형식과 두 점 집합이 나란히 제시되는 병렬형(side-by-side) 형식이었다. 혼재형 수량 비교 과제는 각 색깔 집합의 수량을 추정할 때, 억제 조절 능력, 선택적 주의 및 시공간 작업 기억 등이 추가적으로 요구될 수 있다. 수량 변별 외에 추가적인 인지 처리를 요구하는 과제는 수량 비교 수행의 개인차를 정확하게 측정하지 못할 가능성이 크며(구성 타당도의 저하), 수량 변별 능력이 마땅히 예측할 것으로 기대되는 관련 변인과의 상관관계도 저조할 가능성이 있다(예측 타당도의 저하). 본 연구는 초등학교 학생들을 대상으로 수량 비교 과제의 형식에 따른 수 민감도 측정치의 차이를 관찰하고 수학 성취도와의 상관관계를 비교하였다. 연구 결과, 혼재 형식 수량 비교 과제를 통한 수 민감도는 병렬 형식에서보다 현저하게 낮았으며, 선행 연구에서 예측한 수 민감도 발달 추이를 고려할 때 지나치게 과소 추정된 값이었다. 나아가 두 가지 제시 형식에 의해 측정된 수 민감도와 수학 성취도와의 상관관계를 비교하였는데, 혼재 형식 수량 비교 과제를 통해 산출된 수 민감도는 수학 성취도와 상관관계를 보이지 않아 예측타당도 역시 낮다고 판단된다. 결론적으로, 본 연구를 통해 아동을 대상으로 하여 수 민감도 측정 시 혼재형식보다 병렬 형식 수량 비교 과제를 사용하는 것이 구성 타당도와 예측 타당도가 더 높다고 판단된다.

움직임 벡터의 시공간적인 상관성을 이용한 예측 움직임 추정 기법 (Predictive motion estimation algorithm using spatio-temporal correlation of motion vector)

  • 김영춘;정원식;김중곤;이건일
    • 전자공학회논문지B
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    • 제33B권6호
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    • pp.64-72
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    • 1996
  • In this paper, we propose predictive motion estimatin algorithm which can predict motion without additional side information considering spatio-tempral correlatio of motion vector. This method performs motion prediction of current block using correlation of the motion vector for two spatially adjacent blocks and a temporally adjacent block. Form predicted motion, the position of searhc area is determined. Then in this searhc area, we estimate motion vector of current block using block matching algoirthm. Considering spatial an temporal correlation of motion vector, the proposed method can predict motion precisely much more. Especially when the motion of objects is rapid, this method can estimate motion more precisely without reducing block size or increasing search area. Futhrmore, the proposed method has computation time the same as conventional block matching algorithm. And as it predicts motion from adjacent blocks, it does not require additional side information for adjacent block. Computer simulation results show that motion estimation of proposed method is more precise than that of conventioanl method.

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Shifted Window를 이용한 음성신호의 분석에 관한 연구 (On a Study of Analysis Using Shifted Window in the Speech Signal)

  • 강은영;민소연;배명진
    • 한국음향학회:학술대회논문집
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    • 한국음향학회 2000년도 하계학술발표대회 논문집 제19권 1호
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    • pp.131-134
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    • 2000
  • 음성신호처리에서 스펙트럼 분석은 매우 중요하다. 하지만 스펙트럼 분석을 위해서 사용되는 윈도우에 의해 생기는 누설에러지 때문에 음성신호의 스펙트럼 정보가 왜곡된다. 본 논문에서는 스펙트럼 분석 시 발생되는 창함수 사용에 의해 생기는 누설에너지를 최소화하기 위한 새로운 창함수를 제안하고자 한다. 그 형태는 전체 창함수크기의 반을 방형창으로 나머지 반을 해밍창으로 하고 창의 처음 부분은 $\pm$20표본에서 영점을 찾아주는 것이다. 이 창함수의 특징은 신호분석에 있어서 왜곡은 크지만 그 형태에 있어서 가장 이상적인 방형창함수의 장점과 side lobe가 작아 비교적 왜곡이 적은 해밍창함수의 장점을 취한 것이라 하겠다. 실제 음성 신호에의 적용에 있어서 방형창과 해밍창의 적용비는 신호의 종류 및 용도에 따라 달리할 수 있다. 제안한 창함수는 해밍창함수 보다는 좁은 main lobe 특성으로 음성신호의 단구간 스펙트럼 분석시 음성의 빠른 변화특성을 적절히 보여줄 수 있고 방형창보다는 side lobe의 영향을 줄일 수 있다.

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유비쿼터스 서비스의 역기능 분석 및 방지를 위한 제언 (A Proposal on Analyzing and Preventing Adverse Effects of Ubiquitous Services)

  • 강민철;곽수환;김창수
    • 한국정보시스템학회지:정보시스템연구
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    • 제19권4호
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    • pp.87-109
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    • 2010
  • The ubiquitous computing & technology is to make passive IT machinery as the smart-object to solve the problems of information management. These ubiquitous devices can be a concierge of humans lives. In addition, the ubiquitous computing & technology added with Pro-Active processing technology is the intellectual automatic process capacity that probably enhance quality of human's life. Although the social influencing power of ubiquitous computing technology is so critical, research on the social impact of ubiquitous has been studied insufficiently. And, we also need the countermeasures to protect the societies from the side effect of the ubiquitous computing technology. The purpose of this research is to minimize the loss which comes from the new ubiquitous society, by presenting the technological and systematic alternatives and by researching the various side effects. This research suggests the proper alternatives by reviewing and by researching the adverse effects of the ubiquitous computing technology.

The Exploratory Analysis for Spam Mail Data Using Correspondence Analysis

  • Shin, Yang-Kyu
    • Journal of the Korean Data and Information Science Society
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    • 제16권4호
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    • pp.735-744
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    • 2005
  • The number of electronic mail(E-mail) has been increased dramatically as a result of expanding internet and information technology. Although there are many conveniences of E-mail in the bright side, some serious problems occur because of E-mail in its dark side. One of the problems is spam-mail which is unsolicited mail and also called bulk mail. This paper presents a set of patterns of spam-mail occurrences within a week using the correspondence analysis. The correspondence analysis is an exploratory multivariate technique that converts data into a particular type of graphical display in which the rows and columns are depicted as points. One of the meaningful patterns is a great increment of adult and phishing related spam-mails at weekends so any spam-mail filters should be designed to cope with this pattern.

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P2P 사이트의 서비스 충성도에 관한 연구 (A Study of Service Loyalty for P2P Sites)

  • 강민철;김용
    • Asia pacific journal of information systems
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    • 제12권4호
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    • pp.121-137
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    • 2002
  • Researches on P2P, the information sharing model from person to person, up to date have focused on the technical side and there have been lacking of the business side researches such as customer loyalty. Considering the problem, this study tries to examine empirically in what way the factors of service, market, and customer affect the service loyalty of P2P sites. Results of the study show that the three factors have statistically significant effects on the service loyalty in general. In particular, the results uncover that those factors have different impacts on the reuse intention and the recommendation intention, which are the two measures of service loyalty. For example, the cost of service use affects the reuse intention significantly whereas the same element does not affect the recommendation intention. Interestingly, some of the results are not coincide with the results of previous studies and do not meet general expectation. For example, users' tendency of pursuing variety has positive impacts on the service loyalty, especially, the intention of recommendation.

Compact Microstrip-Fed Square Loop Antenna for DTV Applications

  • Yeo, Junho;Lee, Jong-Ig
    • Journal of information and communication convergence engineering
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    • 제14권4호
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    • pp.222-226
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    • 2016
  • A design method for a compact square loop antenna fed by a microstrip (MS) line for indoor digital television (DTV) applications is proposed. The proposed antenna consists of a square loop, circular sectors, and an MS line. The square loop combined with circular sectors is printed on one side of a substrate, and a $75-{\Omega}$ MS line is printed on the other side. The circular sectors are used as a wideband balun or transition to connect the MS line and the square loop. A prototype of the proposed square loop antenna operating in the DTV band (470-806 MHz) is designed and fabricated on an FR4 substrate. Experimental results show that the proposed antenna has the desired impedance characteristics in the frequency band of 464-1,220 MHz (89.8%) for a voltage standing wave ratio (VSWR) of <2 covering the DTV band, and a broadside gain of 0.8-3.3 dBi in the DTV band.

A 6 Gbps/pin Low-Power Half-Duplex Active Cross-Coupled LVDS Transceiver with Switched Termination

  • Kim, Su-A;Kong, Bai-Sun;Lee, Chil-Gee;Kim, Chang-Hyun;Jun, Young-Hyun
    • ETRI Journal
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    • 제30권4호
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    • pp.612-614
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    • 2008
  • A novel linear switched termination active cross-coupled low-voltage differential signaling (LVDS) transceiver operating at 1.5 GHz clock frequency is presented. On the transmitter side, an active cross-coupled linear output driver and a switched termination scheme are applied to achieve high speed with low current. On the receiver side, a shared pre-amplifier scheme is employed to reduce power consumption. The proposed LVDS transceiver implemented in an 80 nm CMOS process is successfully demonstrated to provide a data rate of 6 Gbps/pin, an output data window of 147 ps peak-to-peak, and a data swing of 196 mV. The power consumption is measured to be 4.2 mW/pin at 1.2 V.

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Differential Power Analysis on Countermeasures Using Binary Signed Digit Representations

  • Kim, Tae-Hyun;Han, Dong-Guk;Okeya, Katsuyuki;Lim, Jong-In
    • ETRI Journal
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    • 제29권5호
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    • pp.619-632
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    • 2007
  • Side channel attacks are a very serious menace to embedded devices with cryptographic applications. To counteract such attacks many randomization techniques have been proposed. One efficient technique in elliptic curve cryptosystems randomizes addition chains with binary signed digit (BSD) representations of the secret key. However, when such countermeasures have been used alone, most of them have been broken by various simple power analysis attacks. In this paper, we consider combinations which can enhance the security of countermeasures using BSD representations by adding additional countermeasures. First, we propose several ways the improved countermeasures based on BSD representations can be attacked. In an actual statistical power analysis attack, the number of samples plays an important role. Therefore, we estimate the number of samples needed in the proposed attack.

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