• Title/Summary/Keyword: Unit Vector

Search Result 446, Processing Time 0.027 seconds

Perceptron-like SOM : Generalization of SOM (퍼셉트론 형태의 SOM : SOM의 일반화)

  • Song, Geun-Bae;Lee, Haing-Sei
    • The Transactions of the Korea Information Processing Society
    • /
    • v.7 no.10
    • /
    • pp.3098-3104
    • /
    • 2000
  • This paper defiens a perceptron-like self-organizing map(PSOM) and show that PSOM is equivalent to Kohonen's self-organizing map(SOM) if target values of output neurons of PSOM are selected properly. This fact imphes that PSOM is a generalized SOM algorithm. This paper also show that if clustering is restricted to vector sets distributed on hypersphere with unit radius, SOM and dot-product SOM(DOSM) are equivalent algorithms. Therefore we conclude that DSOM is a special case of SOM, which in turn a special, case of PSOM.

  • PDF

A Study for efficient location estimation using WLAN (무선랜 신호세기를 이용한 효율적인 위치인식에 관한 연구)

  • Lee, In-Chul;Kong, Young-Bae;Chang, Hyeong-Jun;Park, Gwi-Tae
    • Proceedings of the KIEE Conference
    • /
    • 2007.07a
    • /
    • pp.1823-1824
    • /
    • 2007
  • 핸드폰, PDA, Laptop이 보편화 되면서 이를 이용한 위치 인식 기술의 중요성이 높아지고 있다. 이러한 위치기반 서비스(LBS : Location Based Service)는 GPS를 이용한 실외 서비스와 WLAN, Zigbee, UWB 등을 이용한 실내 서비스로 나눌 수 있다. 본 논문에서는 이미 많은 수의 기반시설(AP : Access Point)가 구축되어 있는 무선랜 기반의 효과적인 위치 측정 기법에 관한 연구를 모색 해보고자 한다. 각 AP에서 받은 신호세기(SS : Signal Strength)를 데이터 베이스에 저장한 후, 이동단말기(MU : Mobile Unit)의 위치가 요구되는 장소에서 다시 신호세기를 측정하여 데이터 베이스와 비교하여 가장 적합한 위치 데이터 정보를 리턴하는 핑거프린트(Fingerprint) 방식을 소개한다. 그리고 불안정한 신호 세기 데이터를 판별하기 위하여 단일 클래스 SVM 기법인 SVDD(Support Vector Data Description)을 이용하였다.

  • PDF

The Impact of Stock-to-Flow Price Ratio on Housing Starts (재고-신규주택 상대가격이 주택공급에 미치는 영향)

  • Ji, Kyu Hyun;Choi, Sung Ho
    • Land and Housing Review
    • /
    • v.11 no.1
    • /
    • pp.59-66
    • /
    • 2020
  • This thesis investigates relationship between Stock-to-Flow price and housing starts in Seoul metropolitan form 2008 year to 2019 year. The paper tests the relationship through two time-series models such as a vector error correction model and Dynamic Panel regression model. The model results show evidence of positive correlation between Stock-to-Flow price and housing starts in the long run. By transforming the regional data into a panel data set and running a fixed effects model, we test the explanatory power of PBR on housing starts. The result of VECM confirms that one unit uprising PBR raises up apartment construction by 7.4%. This result supports that PBR is a major factor in choosing a start of housing construct. Base on the result of empirical model, We also suggest that the market self-regulation function of housing providers is operating in the entire metropolitan area market.

Vacancy Ordering and Physical Properties in Defect NaCl-type Solids; M-X (M = Yb, Y, X = S, Se) System

  • Lee Ji-Yun;Kim Sung-Jin
    • Bulletin of the Korean Chemical Society
    • /
    • v.15 no.1
    • /
    • pp.64-74
    • /
    • 1994
  • The nonstoichiometric chalcogenides with NaCl-type structure were prepared and the physical and structural properties were studied. The homogeneous range and the structural change were studied based on X-ray powder diffractions using Rietveld-type full-profile fitting technique. Wide homogeneous ranges were observed in Y-S and Y-Se systems, and relatively narrow homogeneous ranges were observed in Yb-S and Yb-Se systems. Both in $Yb_{1-x}S\;and\;Yb_{1-x}Se$, a vacancy ordering transition occurred in (111) plane direction. The ordered superstructure had cubic symmetry(Fm$\bar{3}m) with doubled unit cell "a" parameter compared to the original NaCl-type. The superlattice developed in a continuous second-order transitiion was characterized by the reduced waved vector k= $(a^*+b^*+c^*)/2$. Y-S system had metallic, and YSe, YbSe system had semiconducting properties in their homogeneous ranges. It was observed that the change of electronic transport properties in extended homogeneous range did not depend on the relativeratio of metal to nonmetal, but on the quantities of vacancies.

Bidirectional 1.25-Gbps WDM-PON with Broadcasting Function Using A Fabry-Perot Laser Diode and RSOA

  • Pham, Thang T.;Kim, Hyun-Seung;Won, Yong-Yuk;Han, Sang-Kook
    • Journal of the Optical Society of Korea
    • /
    • v.12 no.4
    • /
    • pp.359-363
    • /
    • 2008
  • A novel WDM-PON system delivering bidirectional 1.25-Gbps data and broadcasting data is proposed. A subcarrier signal modulates optical carriers of a Fabry-Perot-laser-diode based broadband light source to broadcast to all users. Reflective semiconductor optical amplifiers are used as modulators for the baseband data at both the optical line terminal and the remote optical network unit for a channel. Bit error rate and error vector magnitude were measured to demonstrate the proposed scheme.

On Weakly Z Symmetric Spacetimes

  • De, Uday Chand
    • Kyungpook Mathematical Journal
    • /
    • v.58 no.4
    • /
    • pp.761-779
    • /
    • 2018
  • The object of the present paper is to study weakly Z symmetric spacetimes $(WZS)_4$. At first we prove that a weakly Z symmetric spacetime is a quasi-Einstein spacetime and hence a perfect fluid spacetime. Next, we consider conformally flat $(WZS)_4$ spacetimes and prove that such a spacetime is infinitesimally spatially isotropic relative to the unit timelike vector field ${\rho}$. We also study $(WZS)_4$ spacetimes with divergence free conformal curvature tensor. Moreover, we characterize dust fluid and viscous fluid $(WZS)_4$ spacetimes. Finally, we construct an example of a $(WZS)_4$ spacetime.

Integrated Navigation Algorithm using Velocity Incremental Vector Approach with ORB-SLAM and Inertial Measurement (속도증분벡터를 활용한 ORB-SLAM 및 관성항법 결합 알고리즘 연구)

  • Kim, Yeonjo;Son, Hyunjin;Lee, Young Jae;Sung, Sangkyung
    • The Transactions of The Korean Institute of Electrical Engineers
    • /
    • v.68 no.1
    • /
    • pp.189-198
    • /
    • 2019
  • In recent years, visual-inertial odometry(VIO) algorithms have been extensively studied for the indoor/urban environments because it is more robust to dynamic scenes and environment changes. In this paper, we propose loosely coupled(LC) VIO algorithm that utilizes the velocity vectors from both visual odometry(VO) and inertial measurement unit(IMU) as a filter measurement of Extended Kalman filter. Our approach improves the estimation performance of a filter without adding extra sensors while maintaining simple integration framework, which treats VO as a black box. For the VO algorithm, we employed a fundamental part of the ORB-SLAM, which uses ORB features. We performed an outdoor experiment using an RGB-D camera to evaluate the accuracy of the presented algorithm. Also, we evaluated our algorithm with the public dataset to compare with other visual navigation systems.

Plane Detection Method Using 3-D Characteristics at Depth Pixel Unit (깊이 화소 단위의 3차원 특성을 통한 평면 검출 방법)

  • Lee, Dong-Seok;Kwon, Soon-Kak
    • Journal of Korea Multimedia Society
    • /
    • v.22 no.5
    • /
    • pp.580-587
    • /
    • 2019
  • In this paper, a plane detection method using depth information is proposed. 3-D characteristics of a pixel are defined as a direction and length of a normal vector whose is calculated from a plane consisting of a local region centered on the pixel. Image coordinates of each pixel are transformed to 3-D coordinates in order to obtain the local planes. Regions of each plane are detected by calculating similarity of the 3-D characteristics. The similarity of the characteristics consists of direction and distance similarities of normal vectors. If the similarity of the characteristics between two adjacent pixels is enough high, the two pixels are regarded as consisting of same plane. Simulation results show that the proposed method using the depth picture is more accurate for detecting plane areas than the conventional method.

Correlation plot for a contingency table

  • Hong, Chong Sun;Oh, Tae Gyu
    • Communications for Statistical Applications and Methods
    • /
    • v.28 no.3
    • /
    • pp.295-305
    • /
    • 2021
  • Most graphical representation methods for two-dimensional contingency tables are based on the frequencies, probabilities, association measures, and goodness-of-fit statistics. In this work, a method is proposed to represent the correlation coefficients for each of the two selected levels of the row and column variables. Using the correlation coefficients, one can obtain the vector-matrix that represents the angle corresponding to each cell. Thus, these vectors are represented as a unit circle with angles. This is called a CC plot, which is a correlation plot for a contingency table. When the CC plot is used with other graphical methods as well as statistical models, more advanced analyses including the relationship among the cells of the row or column variables could be derived.

CSR Sparse Matrix Vector Multiplication Using Zero Copy (Zero Copy를 이용한 CSR 희소행렬 연산)

  • Yoon, SangHyeuk;Jeon, Dayun;Park, Neungsoo
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2021.05a
    • /
    • pp.45-47
    • /
    • 2021
  • APU(Accelerated Processing Unit)는 CPU와 GPU가 통합되어있는 프로세서이며 같은 메모리 공간을 사용한다. CPU와 GPU가 분리되어있는 기존 이종 컴퓨팅 환경에서는 GPU가 작업을 처리하기 위해 CPU에서 GPU로 메모리 복사가 이루어졌지만, APU는 같은 메모리 공간을 사용하므로 메모리 복사 없이 가상주소 할당으로 같은 물리 주소에 접근할 수 있으며 이를 Zero Copy라 한다. Zero Copy 성능을 테스트하기 위해 희소행렬 연산을 사용하였으며 기존 메모리 복사대비 크기가 큰 데이터는 약 4.67배, 크기가 작은 데이터는 약 6.27배 빨랐다.