• 제목/요약/키워드: combining function

검색결과 682건 처리시간 0.025초

Multivariate Test based on the Multiple Testing Approach

  • Hong, Seung-Man;Park, Hyo-Il
    • 응용통계연구
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    • 제25권5호
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    • pp.821-827
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    • 2012
  • In this study, we propose a new nonparametric test procedure for the multivariate data. In order to accommodate the generalized alternatives for the multivariate case, we construct test statistics via-values with some useful combining functions. Then we illustrate our procedure with an example and compare efficiency among the combining functions through a simulation study. Finally we discuss some interesting features related with the new nonparametric test as concluding remarks.

다구찌 디자인을 이용한 앙상블 및 군집분석 분류 성능 비교 (Comparing Classification Accuracy of Ensemble and Clustering Algorithms Based on Taguchi Design)

  • 신형원;손소영
    • 대한산업공학회지
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    • 제27권1호
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    • pp.47-53
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    • 2001
  • In this paper, we compare the classification performances of both ensemble and clustering algorithms (Data Bagging, Variable Selection Bagging, Parameter Combining, Clustering) to logistic regression in consideration of various characteristics of input data. Four factors used to simulate the logistic model are (1) correlation among input variables (2) variance of observation (3) training data size and (4) input-output function. In view of the unknown relationship between input and output function, we use a Taguchi design to improve the practicality of our study results by letting it as a noise factor. Experimental study results indicate the following: When the level of the variance is medium, Bagging & Parameter Combining performs worse than Logistic Regression, Variable Selection Bagging and Clustering. However, classification performances of Logistic Regression, Variable Selection Bagging, Bagging and Clustering are not significantly different when the variance of input data is either small or large. When there is strong correlation in input variables, Variable Selection Bagging outperforms both Logistic Regression and Parameter combining. In general, Parameter Combining algorithm appears to be the worst at our disappointment.

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Another View Point on the Performance Evaluation of an MC-DS-CDMA System

  • Chen, Joy Iong-Zong;Hsieh, Tai Wen
    • Journal of Communications and Networks
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    • 제11권3호
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    • pp.240-247
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    • 2009
  • The results of performance analysis by adopting the channel scenarios characterized as Weibull fading for an multicarrierdirect sequence-coded division multiple access (MC-DS-CDMA) system are proposed in this investigation. On the other hand, an approximate simple expression with the criterion of bit error rate (BER) versus signal-to-noise ratio (SNR) method is derived for an MC-DS-CDMA system combining with maximal ratio combining (MRC) diversity based on the moment generating function (MGF) formula of Weibull statistics, and it associates with an alternative expression of Gaussian Q-function. Besides, the other point of view on the BER performance evaluation of an MC-DS-CDMA system is not only the assumption of both single-user and multi-user cases applied, but the phenomena of partial band interference (PBI) is also included. Moreover, in order to validate the accuracy in the derived formulas, some of the system parameters, such as Weibull fading parameter (${\beta}$), user number (K), spreading chip number (N), branch number (L), and the PBI (JSR) values, etc., are compared with each other in the numerical results. To the best of author's knowledge, it is a brand new idea which proposes the evaluation of the system performance for an MC-DS-CDMA system over the point of view with Weibull fading channel.

다수의 분류 기법의 예측 결과를 결합하기 위한 혼합 정수 계획법의 사용 (Aggregating Prediction Outputs of Multiple Classification Techniques Using Mixed Integer Programming)

  • Jo, Hongkyu;Han, Ingoo
    • 지능정보연구
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    • 제9권1호
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    • pp.71-89
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    • 2003
  • 경영 분류 문제에 대한 많은 연구들은 여러가지 기법들간의 성과 비교에 대한 것이었지만, 각각의 연구들마다 가장 좋은 기법이 어떤 것인가에 대해서는 상이한 결론을 내고 있다. 다수의 분류 기법 중에서 가장 좋은 것을 사용하는 방법에 대한 대안으로,분류 기법을 통합하여 성과를 향상시키는 방법이 있다. 본 연구에서는 개별 분류 기법의 결과를 선형 결합하여 예측력을 높이는 방법을 제시하였다. 최 적 선형 결합 가중치를 계산하기 위해 혼합 정수 계 획 법을 사용하였다. 목적 함수로 사용한 오분류 비용의 최소화에서 오분류 비용은 부도 기업을 모형에서 정상으로 예측한 오류와 정상기업을 모형에서 부도 기업으로 예측한 오류의 합으로 정의하였다. 문제 풀이 과정을 단순화하기 위하여 본 논문에서는 절사점 (cutoff value)을 고정하였고, 경계 함수 (threshold function)를 배제하였다. 정수계획법의 계산을 위해 branch 8, bound 방법을 사용하였다. 선형 결합에 의한 모형의 예측력이 개별 기법에 의해 구축된 모형의 예측력을 상회하였고, 그 차이가 통계적으로도 유의하였다.

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나카가미-n 페이딩 채널에서 직사각 QAM과 M-PSK 신호의 최대비 합성 수신 성능 비교 (MRC Performance Comparison between Rectangular QAM and M-PSK over Nakagami-n Fading Channels)

  • 임정석;박상규
    • 한국통신학회논문지
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    • 제30권8C호
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    • pp.754-761
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    • 2005
  • 본 논문에서는 나카가미-n(라이시안) 페이딩 채널 상에서 그레이 부호화된 직사각 QAM(Rectangular-QAM) 신호를 최대비 합성(maximal ratio combining) 다이버시티로 수신하는 경우 비트노율(Bit Error Rate, BER)을 계산하는 수식을 다양한 채널에 적용할 수 있도록 일반적 형태로 유도하고 그 성능 분석을 실시한다. 유도된 BER 수식은 휘태커 함수)Whittaker function)와 초기하 함수(confluent hypergeometric)로 표현된다. 또한 M-PSK와의 성능 비교를 통하여 나카가미-n 페이딩 채널의 특성을 확인한다. BER 수식이 일반적인 형태로 유도되었기 때문에 가시 경로(line-of-sight)를 가지는 통신채널이나 위성통신 채널의 성능분석에 본 논문에서 유도한 BER 수식을 쉽게 적용할 수 있다.

Analysis of Optical Transfer Function and Phase Error of the Modified Triangular Interferometer

  • 김수길;염정덕
    • 조명전기설비학회논문지
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    • 제21권1호
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    • pp.10-18
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    • 2007
  • We synthesize and analyze the optical transfer function(OTF) of the modified triangular interferometer(MTI) using two-pupil synthesis method and we present the optimal MTI, which can obtain any bipolar function by combining a wave plate and a linear polarizer. Also, we analyze its potential phase error sources caused by polarization components.

A Simultaneous Test Procedure

  • Hong, Seungman;Cho, Joong-Jae;Park, Hyo-Il
    • Communications for Statistical Applications and Methods
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    • 제21권1호
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    • pp.11-22
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    • 2014
  • In this study, we propose a simultaneous test procedure based on the individual - values for each sub-null hypothesis with several well-known combining functions. We then compare the efficiency of our procedure with existing tests by obtaining empirical powers through a simulation study. Finally, we discuss some interesting features related to simultaneous test and point out a misconduct for the simulation study published in the previous work.

Hadamard 변환과 위상 천이를 이용한 OFDM 시스템의 PAPR 감소 기법 (PAPR reduction algorithm using Hadamard transform and phase shift in OFDM systems)

  • 구현철
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2001년도 하계종합학술대회 논문집(1)
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    • pp.233-236
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    • 2001
  • Orthogonal freqency division multiplexing (OFDM) is an attractive technique for achieving high-bit-rate wireless data transmission. However, the potentially large peak-to-average power ratio (PAPR) has limited its application; An OFDM signal with the large PAPR can cause power degradation (In-band distortion) and spectral spreading (Out-of-band distortion) by being clipped passing through a power amplifier. Thus, we propose the combining algorithm of Hadamard transform and phase shift, which is ascribed to the relation between the correlation of the IFFT input sequence function and PAPR. Extensive computer simulations show that the combining algorithm is an effective technique to reduce PAPR.

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감성조명(感性照明, FEELighting : Feeling + Lighting) 디자인 개발에 관한 연구 (A Study on Design Development of FEELighting (Feeling + Lighting))

  • 윤여항;조늘해
    • 한국가구학회지
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    • 제26권1호
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    • pp.92-99
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    • 2015
  • The following research focused on developing a new concept of lighting design with design factors which considered combining common natural objects with feelings. The purpose of this research is to write a thesis that deals with the whole process of developing a design for 'FEELighting' that is applicable to daily life through developing a form of lighting, which prioritizes feelings rather than materials, forms, or functions, and enhance the quality of people's lives. In particular, the process has been materialized by defining a new concept of 'FEELighting' (Feeling + Lighting), researching and analyzing the original and unfamiliar correlation between feeling and lighting, and choosing the embedded acrylics lighting items that can undergo small quantity batch production. As a result, prototypes of various forms of lightings that could be applied to daily lives -ceiling lights, wall light lamps, and table lamps-, which were made by combining numerous common natural objects and surpassed simple function and created to surpass simple lighting function, were presented through every process of design development.

A REMARK ON THE REGULARIZED GAP FUNCTION FOR IQVI

  • Kum, Sangho
    • 충청수학회지
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    • 제28권1호
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    • pp.145-150
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    • 2015
  • Aussel et al. [1] introduced the notion of inverse quasi-variational inequalities (IQVI) by combining quasi-variational inequalities and inverse variational inequalities. Discussions are made in a finite dimensional Euclidean space. In this note, we develop an infinite dimensional version of IQVI by investigating some basic properties of the regularized gap function of IQVI in a Banach space.