• 제목/요약/키워드: Mean Reduction Method

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Note on response dimension reduction for multivariate regression

  • Yoo, Jae Keun
    • Communications for Statistical Applications and Methods
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    • 제26권5호
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    • pp.519-526
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    • 2019
  • Response dimension reduction in a sufficient dimension reduction (SDR) context has been widely ignored until Yoo and Cook (Computational Statistics and Data Analysis, 53, 334-343, 2008) founded theories for it and developed an estimation approach. Recent research in SDR shows that a semi-parametric approach can outperform conventional non-parametric SDR methods. Yoo (Statistics: A Journal of Theoretical and Applied Statistics, 52, 409-425, 2018) developed a semi-parametric approach for response reduction in Yoo and Cook (2008) context, and Yoo (Journal of the Korean Statistical Society, 2019) completes the semi-parametric approach by proposing an unstructured method. This paper theoretically discusses and provides insightful remarks on three versions of semi-parametric approaches that can be useful for statistical practitioners. It is also possible to avoid numerical instability by presenting the results for an orthogonal transformation of the response variables.

시뮬레이션 실험설계에서 분산감소기법의 응용 (Application of Variance Reduction Techniques in Designed Simulation Experiments)

  • 권치명
    • 한국시뮬레이션학회논문지
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    • 제4권1호
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    • pp.25-36
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    • 1995
  • We develop a variance reduction technique in one simulation experiment whose purpose is to estimate the parameters of a first-order linear model. This method utilizes the control variates obtained during the course of simulation run under Schruben and Margolin's method (S-M method). The performance of this method is shown to be similar in estimating the main effects, and to be superior to S-M method in estimating the overall mean response in the hospital simulation experiment. For the general case, we consider that a proposed method may yield a better result than S-M method if selected control variates are highly correlated with the response at each design point.

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성인의 상완골 과상부 골절의 도수 정복 후 경피적 고정 방식의 치료 결과 (Results of Closed Reduction and Percutaneous Fixation of the Supracondylar Fractures of the Humerus in Adults)

  • 박진수
    • Clinics in Shoulder and Elbow
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    • 제5권2호
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    • pp.102-109
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    • 2002
  • Purpose: To evaluate the results of the treatment of the supracondylar fractures of the humerus according to the fixation methods in adults Materials and Methods: Seven patients, aged 55 to 52 years (average,69 years), were reviewed after a mean follow-up of 37 months (range, 11-65 months). According to AO classification all fractures were classified as type A2 (simple transverse supracondylar fracture). Six patients underwent closed reduction and one patient, open reduction after failure of closed reduction. Percutaneous fixation with cannulated screws was performed to the 4 patients, per- cuta)leous fixation with Kirschner wires in 3 patients. All except one patients have associated medical problems. The results were assessed based on the Mayo Elbow Performance Score. Results: All the patients with cannulated screw fixation had stable bony union with excellent ranges of motion (mean: 5-125 degrees). All the three patients who received percuatnaous smooth K-wire fixation had nonunion with poor results, one of them had changed into cannulated screw. and then had good result. Conclusion: Although simple supracondylar fracture is similar to the pediatric fracture in nature, it should be firmly fixed with the method such as threaded cannualted screw rather than the simple fixation with K-wires.

서울지역 일부 대학생의 식습관, 섭식장애 발생경향, 체중조절행태 및 비만도 (Eating Habits, Trend of disordered Eating, Weight Reduction Practice and Body Size Evaluation of College Students in Seoul)

  • 송경애;박재순
    • 여성건강간호학회지
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    • 제9권4호
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    • pp.457-466
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    • 2003
  • Purpose: To provide the epidemiological information for developing preventive programs encourage appropriate eating and weight control behaviors. Method: 349 college students in Seoul were administered self-report question- naires to examine eating habits, trend of disordered eating, weight reduction practice and body size evaluation from September to October 2002. Data were analyzed by SAS program for frequency, t-test, ANOVA with Scheff test. Result: The mean eating score was moderate and it differed by subjects' characteristics. The mean score of EAT-26 was relatively lowered, and 3.4% of the subjects score showed disordered eating behavior. It differed significantly by subjects' general characteristics. 30.4% of total sample were currently trying to lose weight and had interested in trying to lose weight. EAT-26 was significantly different by weight reduction practices and interest. Perceived body size differed by the score of eating habit and EAT-26. Conclusion: It can be suggested weight preoccupation have a relation to eating habits, weight control practice and disordered eating. Further study is recommended educational interventions targeting at-risk subjects.

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액상 첨가제 살포 방법에 의한 밀폐형 돈사에서의 분진 저감 평가 (Assessment of Dust Reduction in the Enclosed Pig Building by Spraying Method with Liquid Additives)

  • 김기연;고한종;김치년
    • 한국축산시설환경학회지
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    • 제14권2호
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    • pp.97-104
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    • 2008
  • 본 연구는 지금까지 활용되었거나 새로이 제안된 액상 첨가제를 돈사에 살포하여 분진 농도의 경시적 변화를 관찰하여 제거 효과에 대해 객관적으로 비교 평가하기 위한 것으로 다음과 같은 결론들을 도출했다. 1. 살포 전 밀폐형 돈사내 분진 농도는 다른 연구자의 결과와 비교시 전반적으로 낮았다. 2. 온도의 경우는 살포 후 24시간까지 돈사 내부와 외부 큰 차이가 없었으나, 상대습도는 살포 후 1시간까지 증가하여 외부와 약 10% 가량의 차이를 보였다. 3. 평가대상 모든 액상 첨가제들의 살포직후 분진 평균 저감율은 살포 전 농도 대비 약 30%로 나타났다(p<0.05). 4. 살포 3시간 이후부터는 콩기름을 제외하고 다른 액상 첨가제들의 분진 농도에 대한 경시적 저감 효과가 관찰되지 않았다. 5. 평가대상 모든 액상 첨가제들 중 콩기름의 살포가 제거 효율성 및 안전성 측면 모두 돈사 분진 제어에 대해 가장 효과적인 첨가제였다.

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다분포 대형 시뮬레이션 모형에 대한 결합상관방법 (Combined Correlation Methods for Multipopulation Metamodel)

  • 권치명
    • 한국시뮬레이션학회논문지
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    • 제1권1호
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    • pp.1-16
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    • 1992
  • This research develops two variance reduction methods for estimating the parameters of the experimental simulation model having multiple design points based on an approach focusing on reduction of the variances of the mean responses across multiple design points. The first method extends a combined approach of antithetic variates and control variates for a single design point to the multipopulation context with independent streams across the design points. The second method extends the same strategy in conjunction with the Schruben-Margolin method for improving the first method. We illustrate an example for implementing the second method. We expect these two approaches may improve the estimation of the parameters of interest compared with the control variates method.

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MBRDR: R-package for response dimension reduction in multivariate regression

  • Heesung Ahn;Jae Keun Yoo
    • Communications for Statistical Applications and Methods
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    • 제31권2호
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    • pp.179-189
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    • 2024
  • In multivariate regression with a high-dimensional response Y ∈ ℝr and a relatively low-dimensional predictor X ∈ ℝp (where r ≥ 2), the statistical analysis of such data presents significant challenges due to the exponential increase in the number of parameters as the dimension of the response grows. Most existing dimension reduction techniques primarily focus on reducing the dimension of the predictors (X), not the dimension of the response variable (Y). Yoo and Cook (2008) introduced a response dimension reduction method that preserves information about the conditional mean E(Y | X). Building upon this foundational work, Yoo (2018) proposed two semi-parametric methods, principal response reduction (PRR) and principal fitted response reduction (PFRR), then expanded these methods to unstructured principal fitted response reduction (UPFRR) (Yoo, 2019). This paper reviews these four response dimension reduction methodologies mentioned above. In addition, it introduces the implementation of the mbrdr package in R. The mbrdr is a unique tool in the R community, as it is specifically designed for response dimension reduction, setting it apart from existing dimension reduction packages that focus solely on predictors.

프레임 단위의 AELMS를 이용한 잡음 제거 알고리즘 (Noise Reduction Algorithm using Average Estimator Least Mean Square Filter of Frame Basis)

  • 안찬식;최기호
    • 디지털융복합연구
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    • 제11권7호
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    • pp.135-140
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    • 2013
  • 잡음 추정과 검출 알고리즘에서는 LMS Filter를 이용하여 변화하는 잡음 환경에 빠르게 적응할 수 있도록 한다. 하지만 LMS Filter는 잡음 추정을 위한 일정 시간 동안 적응 시간이 필요하며 신호의 변화가 일어날 경우 더 많은 적응 시간이 소요되는 단점을 가지고 있다. 따라서 이를 보완하기 위하여 프레임 단위의 AELMS Filter를 이용한 잡음 제거 방법을 제안한다. 본 논문은 잡음 환경에서 입력되는 신호를 프레임 단위로 분할하고 평균과 분산을 이용한 예측 LMS Filter를 구성하여 잡음을 제거하므로 잡음 환경이 변화하더라도 빠른 적응 시간으로 잡음을 제거한다. 또한 환경 잡음과 음성 신호가 혼합되어 입력될 때 잡음을 제거하여 음성의 고유 특성을 유지하고 음성 정보 손상을 줄이기 위한 방법이다. 프레임 단위의 AELMS Filter를 이용한 잡음 제거 방법으로 잡음 제거 성능을 평가하였다. 실험 결과 변화하는 환경 잡음을 제거하여 얻은 감쇠도가 평균 6.8dB 향상되었다.

급가속 흡기계의 능동소음제어 성능향상을 위한 Moving Bandpass filter 개발 (Development of Moving Bandpass Filter for Improving Control Performance of Active Intake Noise Control under Rapid Acceleration)

  • 전기원;오재응;이충휘;이정윤
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2004년도 추계학술대회논문집
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    • pp.1016-1019
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    • 2004
  • The study of the noise reduction of an automobile has been concentrated on the reduction of the automotive engine noise because the engine noise is the major cause of automotive noise. However, many studies of automotive engine noise led to the interest of the noise reduction of the exhaust and intake system. The method of the reduction of the induction noise can be classified by the method of passive control and the method of active control. However, the passive control method has a demerit to reduce the effect of noise reduction at low frequency (below 500Hz) range and to be limited by a space of the engine room. Whereas, the active control method can overcome the demerit of passive control method. The algorithm of active control is mostly used the LMS (Least-Mean-Square) algorithm because the LMS algorithm can easily obtain the complex transfer function in real-time. Especially, Filtered-X LMS (FXLMS) algorithm is applied to an ANC system. However, the convergence performance of LMS algorithm goes bad when the FXLMS algorithm is applied to an active control of the induction noise under rapidly accelerated driving conditions. So, in order to this problem, the modified FXLMS algorithm using Moving Bandpass Filter was proposed. In this study, MBPF was implemented and use ANC for automotive intake under revived rapidly accelerated driving conditions and it was verified its performance.

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동적 인텍스 매핑을 이용한 벡터 양자화 시스템에서의 비트율 감축 (Bitrate Reduction in Vector Quantization System Using a Dynamic Index Mapping)

  • 이승준;양경호;김철우;이충웅
    • 전자공학회논문지B
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    • 제32B권8호
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    • pp.1091-1098
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    • 1995
  • This paper proposes an efficient noiseless encoding method of vector quantization(VQ) index using a dynamic index mapping. Using high interblock correlation, the proposed index mapper transforms an index into a new one with lower entropy. In order to achieve good performance with low computational complexity, we adopt 'the sum of differences in pixel values on the block boundaries' as the cost function for index mapping. Simulation results show that the proposed scheme reduces the average bitrate by 40 - 50 % in ordinary VQ system for image compression. In addition, it is shown that the proposed index mapping method can be also applied to mean-residual VQ system, which allows the reduction of bitrate for VQ index by 20 - 30 %(10 - 20 % reduction in total bitrate). Since the proposed scheme is one for noiseless encoding of VQ index, it provides the same quality of the reconstructed image as the conventional VQ system.

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