• Title/Summary/Keyword: Diversity Model

Search Result 837, Processing Time 0.027 seconds

Ensemble Size Reduction in Fraud Detection System (축소된 앙상블에 의한 부정행위 적발 모형)

  • Song, Yeong-Mi;Ji, Won-Cheol;Han, Wan-Gyu
    • 한국경영정보학회:학술대회논문집
    • /
    • 2007.06a
    • /
    • pp.597-602
    • /
    • 2007
  • 데이터 마이닝 분야에서 앙상블 모형의 유용성은 널리 인정되고 있다. 앙상블을 구성하는 단위모형들 사이의 다양성이 보장되는 경우, 최종 모형의 정확성 및 안정성이 향상되기 때문이다. 하지만, 얼마나 많은 단위 모형들이 어떤 방식으로 결합되어야 하는가에 대해서는 아직도 더 많은 연구가 필요하다. 본 연구에서는 신용카드 부정사용 유형 중 하나인 현금불법융통 문제에 대해 앙상블 모형의 유용성을 검증하고자 한다. 부정행위 적발 모형은 전형적인 분류 문제의 한 유형이나, 클래스간 불균형이 매우 심하다는 특징이 있다. 따라서, 현금불법융통 문제에 적합한 다양성(Diversity) 척도를 개발하여 최소한의 단위모형들로 앙상블 모형을 구성하는 방안을 제시하였다. 축소된 앙상블 모형이 많은 수의 모형을 결합한 앙상블 모형과 거의 같은 정확성 및 안정성을 보임을 국내 신용카드사의 실제 자료를 사용하여 입증하였다.

  • PDF

Estimating the Economic Value of Function for Public Benefits on Practice of Organic Farming - Using Choice Experiments (유기농업의 공익기능에 대한 경제적 가치 평가 -실험선택법을 적용하여-)

  • Yoo, Jin-Chae;Kong, Ki-Seo;Yeo, Sun-Sik;Seo, Myung-Chul
    • Korean Journal of Organic Agriculture
    • /
    • v.18 no.3
    • /
    • pp.291-313
    • /
    • 2010
  • The objective of this paper is to apply choice experiment methods to estimate non-market value of organic farming and its policy implication. A preliminary survey shows that the attributes of organic farming are reduce environmental pollution, bio-diversity improvements, cultural diversity improvements and maintain local community, reduce green-house gas emissions, energy saving, landscape improvements and tax for organic farming improvement policy. Questionnaire was eight different choice sets presented to each respondent. Implicit values of the attributive levels of organic farming have been calculated into tax money costs per house. This paper compared the six feasible scenarios in terms of willingness to pay per year. This study is expected to contribute to government's organic farming policies and quantitative information related to practice of organic farming.

Performance Analysis of DS-CDMA System in Millimeter-Wave Fading Channel (밀리미터파 페이딩 채널에서 DS-COMA시스템의 성능 분석)

  • Kang, Heau-Jo;Kim, Yoon-Ho
    • Journal of Advanced Navigation Technology
    • /
    • v.13 no.4
    • /
    • pp.544-550
    • /
    • 2009
  • In this paper, we proposed the radio wave propagation characteristics of the next-generation ultrafast wireless communication system in millimeter-wave fading channel. For considering doppler shift and Rayleigh fading simultaneously, the fading simulator of Jakes model implemented and analyzed the performance of the next-generation wireless communication system. In addition, the error rate characteristics of DS-CDMA system analyzed in the millimeter-wave fading channel and the system performance improved by coding technique and diversity technique.

  • PDF

Determinants of Partner Opportunism in Distribution Channels: Relational Learning as a Control Mechanism (유통경로 구성원 간 파트너 기회주의의 결정요인과 통제기조로서의 관계학습)

  • Kim, Sang Deok
    • Knowledge Management Research
    • /
    • v.13 no.3
    • /
    • pp.37-54
    • /
    • 2012
  • The purpose of this study is to investigate determinants of partner opportunism in Korean discount store distribution channels. In addition, this study also try to examine moderating role of relational learning in the relationship. This study deals with transaction specific investment asymmetry, mutual hostages, payoff inequity, cultural diversity, and goal incompatibilities as determinants of partner opportunism. For empirical testing, 293 respondents of suppliers of discount store in Korea were surveyed and the analysis utilizing partial least square model indicated that TSI asymmetry, payoff inequity, and goal incompatibilities had positive effects on partner opportunism. On the other hand, mutual hostages had negative effect on partner opportunism. In addition, relational learning had moderating effect on the relationship between TSI asymmetry, mutual hostages, and payoff inequity and partner opportunism.

  • PDF

Analysis on MIMO Transmit Diversity Techniques for Ship Ad-hoc Network under a Maritime Channel Model in Coastline Areas

  • Ahmad, Ishtiaq;Chang, KyungHi
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.42 no.2
    • /
    • pp.383-385
    • /
    • 2017
  • For the purpose of providing high data rate real-time services, radio transmission technologies for ship ad-hoc network based on the Recommendation ITU-R 1842-1 are designed. In order to increase the link throughput of real-time services, in this paper, we investigate the performance of the SANET with the spatial transmit diversity techniques are employed. Based on the analysis of the packet error rate and throughput, we select the efficient multiple antenna schemes for SANET to improve the link reliability.

Preventing Premature Convergence in Genetic Algorithms with Adaptive Population Size (유전자 집단의 크기 조절을 통한 Genetic Algorithm의 조기 포화 방지)

  • 박래정;박철훈
    • Journal of the Korean Institute of Telematics and Electronics B
    • /
    • v.32B no.12
    • /
    • pp.1680-1686
    • /
    • 1995
  • GAs, effective stochastic search algorithms based on the model of natural evolution and genetics, have been successfully applied to various optimization problems. When population size is not large, GAs often suffer from the phenomenon of premature convergence in which all chromosomes in the population lose the diversity of genes before they find the optimal solution. In this paper, we propose that a new heuristic that maintains the diversity of genes by adding some chromosomes with random mutation and selective mutation into population during evolution. And population size changes dynamically with supplement of new chromosomes. Experimental results for several test functions show that when population size is rather small and the length of chromosome is not long, this method is effective.

  • PDF

New Evaluation on the Selective Diversity Systems for the Detection of M-ary PSK & DPSK Signals over Rayleigh Fading Channels

  • Kim, Chang-Hwan;Kim, Hyeong-Kyo
    • Journal of electromagnetic engineering and science
    • /
    • v.7 no.4
    • /
    • pp.183-189
    • /
    • 2007
  • When the M-ary signal experiences the Rayleigh fading, the diversity schemes can reduce the effect of fading since the probability that all the signals components will fade simultaneously is reduced considerably. The symbol error probabilities for various M-ary signals, such as MDPSK(M-ary DPSK) and MPSK(M-ary PSK), are mathematically derived for the Selection Combining 2(SC-2) and Selection Combining 3(SC-3) demodulation system which requires a less complex receiver than maximum ratio combining(MRC). The propagation model used in this paper is the frequency-nonselective slow Rayleigh fading channel corrupted by the additive white gaussian noise(AWGN). The numerical results presented in this paper are expected to provide information for the design of radio system using M-ary modulation method for above mentioned channel environment.

Analysis on SC-2 Diversity Systems for the Reception of M-ary Signals over Rayleigh Fading Channels

  • Kim, Chang-Hwan;Kim, Hyeong-Kyo
    • Journal of electromagnetic engineering and science
    • /
    • v.7 no.4
    • /
    • pp.201-206
    • /
    • 2007
  • When the M-ary signal experiences the Rayleigh fading, the diversity schemes can reduce the effects of fading since the probability that all the signals components will fade simultaneously are reduced considerably. The symbol error probabilities for various M-ary signals, such as MDPSK, MPSK and MQAM, are mathematically derived for the SC-2(Selection Combining 2) demodulation system, whereby the two signals with the two largest amplitudes are coherently combined among the L branches. On the other hand, maximum ratio combining(MRC) requires the individual signals from each path to be time-aligned, cophased, optimally weighted by their own fading amplitude, and then summed. The propagation model used in this paper is the frequency-nonselective slow Rayleigh fading channel corrupted by the Additive White Gaussian Noise(AWGN). The numerical results presented in this paper are expected to provide information for the design of radio system using M-ary modulation method for above mentioned channel environment.

A Study on Fault-Tolerance Design Methods for Nuclear Digital Control Systems (원전 디지털 제어계통을 위한 고장허용설계방법론에 관한 연구)

  • Go, Won-Seok;Choe, Jung-In
    • The Transactions of the Korean Institute of Electrical Engineers D
    • /
    • v.49 no.1
    • /
    • pp.1-9
    • /
    • 2000
  • In this paper, a design method of fault-tolerance is presented for the nuclear digital control systems composed of software and hardware. As a quantitative design method measure of fault-tolerance, we used Reliability, Availability and Safety. To implement the proposed fault-tolerance, a prototype system has been devised for the digital control systems and a quantitative method of 'Markovian Model' is applied. The results provide the appropriate degree of redundancy and diversity, and fail-safe.

  • PDF

Reduced Rank Eigen-Space Beamforming for Adaptive Array Systems (적응형 배열 안테나를 위한 감소 차수 고유 공간 빔형성 알고리즘)

  • Hyeon, Seung-Heon;Choi, Seung-Won
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.33 no.4C
    • /
    • pp.336-341
    • /
    • 2008
  • In this paper, beamforming algorithm is proposed which can obtain diversity gain in beamforming system that deploy antenna elements with half-wavelength. The proposed algorithm provides beam-pattern using eigen-vectors that span received signal subspace. The criterion to decide optimal rank of eigen-space used for beamforming is also proposed. A beamforming system applied the proposed algorithm shows better performance with diversity gain as getting larger angle spread. This paper provides a description of proposed algorithm with analysis of the performance using various computer simulations.