• 제목/요약/키워드: maximum entropy

검색결과 333건 처리시간 0.035초

Modified Mass-Preserving Sample Entropy

  • Kim, Chul-Eung;Park, Sang-Un
    • Communications for Statistical Applications and Methods
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    • 제9권1호
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    • pp.13-19
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    • 2002
  • In nonparametric entropy estimation, both mass and mean-preserving maximum entropy distribution (Theil, 1980) and the underlying distribution of the sample entropy (Vasicek, 1976), the most widely used entropy estimator, consist of nb mass-preserving densities based on disjoint Intervals of the simple averages of two adjacent order statistics. In this paper, we notice that those nonparametric density functions do not actually keep the mass-preserving constraint, and propose a modified sample entropy by considering the generalized 0-statistics (Kaigh and Driscoll, 1987) in averaging two adjacent order statistics. We consider the proposed estimator in a goodness of fit test for normality and compare its performance with that of the sample entropy.

로그정규분포의 엔트로피에 대한 두 모수적 추정량의 비교 (Comparison of Two Parametric Estimators for the Entropy of the Lognormal Distribution)

  • 최병진
    • Communications for Statistical Applications and Methods
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    • 제18권5호
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    • pp.625-636
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    • 2011
  • 본 논문에서는 로그정규분포의 엔트로피에 대한 모수적 추정량으로 최소분산비편향추정량과 최대가능도추정량을 제시하고 성질을 비교한다. 각 추정량의 분산을 유도해서 일치성을 밝히고 최대가능도 추정량의 편향이 추정에 미치는 영향을 분석한다. 델타근사방법을 이용해서 얻은 추정량의 분포를 제시하고 적합도 평가를 통한 유도한 분포의 확증을 위해서 모의실험을 수행한다. 평균제곱오차에 의한 상대적 효율성에 대한 조사를 통해 두 추정량의 성능을 비교한다. 모의실험의 결과에서 최소분산비편향추정량은 최대가능도 추정량보다 더 좋은 효율을 보이는 것으로 나타나며, 특히 표본크기와 분산이 동시에 작아짐에 따라 효율이 점점 높아지게 되어 월등히 나은 성능을 발휘함을 볼 수 있다.

이웃 화소간 이차원 히스토그램 엔트로피 최대화를 이용한 명도영상 임계값 설정 (A New Automatic Thresholding of Gray-Level Images Based on Maximum Entropy of Two-Dimensional Pixel Histogram)

  • 김호연;남윤석;김혜규;박치항
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2000년도 추계종합학술대회 논문집(4)
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    • pp.77-80
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    • 2000
  • In this paper, we present a new automatic thresholding algorithm based on maximum entropy of two-dimensional pixel histogram. While most of the previous algorithms select thresholds depending only on the histogram of gray level itself in the image, the presented algorithm considers 2D relational histogram of gray levels of two adjacent pixels in the image. Thus, the new algorithm tends to leave salient edge features on the image after thresholding. The experimental results show the good performance of the presented algorithm.

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최대 엔트로피 부스팅 모델을 이용한 품사 모호성 해소 (Resolving Part-of-Speech Tagging Ambiguities by a Maximum Entropy Boosting Model)

  • 박성배;장병탁
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2003년도 봄 학술발표논문집 Vol.30 No.1 (B)
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    • pp.522-524
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    • 2003
  • 품사 결정 문제는 자연언어처리의 가장 기본적인 문제들 중 하나이며, 기계학습의 관점에서 보면 분류 문제(classification problem)로 쉽게 표현된다. 본 논문에서는 품사 결정의 모호성을 해소하기 위해서 최대 엔트로피 부스팅 모델(maximum entropy boosting model)을 이 문제에 적응하였다. 그리고, 품사 결정에서 중요한 요소 중의 하나인 미지어 처리를 위해서 특별히 설계된 일차 자질을 고려하였다. 최대 엔트로피 부스팅 모델의 장점은 쉬운 모델링인데, 실제로 품사 결정을 위한 일차 자질만 작성하는 노려만 들이고도 96.78%의 정확도를 보여 지금까지 알려진 최고의 성능과 거의 비슷한 결과를 보였다.

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Shuffling 및 상관도를 이용한 웨이블릿 영상 압축 (Wavelet Transform Image Compression Using Shuffling and Correlation)

  • 김승종;민병석;정제창
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 1999년도 추계종합학술대회 논문집
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    • pp.609-612
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    • 1999
  • In this paper, we propose wavelet transform image compression method such that an image is decomposed into multiresolutions using biorthogonal wavelet transform with linear phase response property and decomposed subbands are classified by maximum classification gain. The classified data is quantized by allocating bits in accordance with classified class informations within subbands through arbitrary set bit allocation algorithm. And then, quantized data in each subband are entropy coded. The proposed coding method is that the quantized data perform shuffling before entropy coding in order to remove sign bit plane. And the context is assigned by maximum correlation direction for bit plane coding.

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프랙탈 해석을 이용한 표면 미세형상 평가 기법에 관한 연구 (A Study on the Surface Asperities Assessment by Fractal Analysis)

  • 조남규
    • 한국생산제조학회지
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    • 제7권5호
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    • pp.7-14
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    • 1998
  • In this paper, Fractal analysis applied to evaluate machined surface profile. The spectrum method was used to calculate fractal dimension of generated surface profiles by Weierstrass-Mandelbrot fractal function. To avoid estimation errors by low frequency characteristics of FFT, the Maximum Entropy Method (MEM) was examined. We suggest a new criterion to define the MEM order m. MEM power spectrum with our criterion is proved to be advantageous by the comparison with the experimental results.

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유사가 있는 경우와 수로경사가 변화하는 경우의 최대유속과 평균유속과의 관계에 관한 연구 (A Study on Maximum and Mean Velocity Relationships with Varied Channel Slopes and Sediment)

  • 추태호
    • 한국산학기술학회논문지
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    • 제9권1호
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    • pp.154-159
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    • 2008
  • 본 연구에서는 수자원 기초자료 중 매우 중요하고 효과적인 유량측정방법을 위해 가장 먼저 결정하여야할 평균유속을 어떻게 결정할지를 제안코자 하며, 이를 위하여 현재까지 가장 널리 응용되고 있는 평균유속공식인 Manning공식과 최근에 그 효용성이 입증된 Chiu의 유속공식과의 상호관계에 대하여 분석 검토하여, 수로경사가 변화하는 경우나 유사유무에 관계없이 주어진 단면에서의 엔트로피 값, 즉 평형상태를 유지하려는 경향이 있음을 증명하였다. 따라서 인공수로에 관련된 간단한 수리입력 자료만 있다면 그동안 취득하기 어려운 $u_{max}$와 전체유속분포 산정에 매우 유용하게 사용될 수 있다고 사료된다.

우리나라 멸치자원량추정을 위한 잉여생산모델과 최대엔트로피모델의 비교분석 (A Comparative Analysis of Surplus Production Models and a Maximum Entropy Model for Estimating the Anchovy's Stock in Korea)

  • 표희동
    • 수산해양교육연구
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    • 제18권1호
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    • pp.19-30
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    • 2006
  • For fishery stock assessment and optimum sustainable yield of anchovy in Korea, surplus production(SP) models and a maximum entropy(ME) model are employed in this paper. For determining appropriate models, five traditional SP models-Schaefer model, Schnute model, Walters and Hilborn model, Fox model, and Clarke, Yoshimoto and Pooley (CYP) model- are tested for effort and catch data of anchovy that occupies 7% in the total fisheries landings of Korea. Only CYP model of five SP models fits statistically significant at the 10% level. Estimated intrinsic growth rates are similar in both CYP and ME models, while environmental carrying capacity of the ME model is quite greater than that of the CYP model. In addition, the estimated maximum sustainable yield(MSY), 213,287 tons in the ME model is slightly higher than that of CYP model (198,364 tons). Biomass for MSY in the ME model, however, is calculated 651,000 tons which is considerably greater than that of the CYP model (322,881 tons). It is meaningful in that two models are compared for noting some implications about any significant difference of stock assessment and their potential strength and weakness.

Adsorption Characteristics of Endo Ⅱ and Exo Ⅱ Purified from Trichoderma viride on Microcrystalline Celluloses with Different Surface Area

  • 김동원;정영규;장영훈;이재국
    • Bulletin of the Korean Chemical Society
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    • 제16권6호
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    • pp.498-503
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    • 1995
  • The adsorption behaviors of two major components purified, endo Ⅱ and exo Ⅱ, from Trichoderma viride were investigated using microcrystalline cellulose with different specific surface area as substrates. Adsorption was found to apparently obey the Langmuir isotherm and the thermodynamic parameters, ΔH, ΔS, and ΔG, were calculated from adsorption equilibrium constant,K. The adsorption process was found to be endothermic and an adsorption entropy-controlled reaction. The amount of adsorption of cellulase components increased with specific surface area and decreased with temperature and varied with a change in composition of the cellulase components. The maximum synergistic degradation occurred at the specific weight ratio of the cellulase components at which the maximum affinity of cellulase components obtains. The adsorption entropy and enthalpy for respective enzyme system increased with specific surface area increase. The adsorption entropy was shown to have a larger value with enzyme mixture.

Shannon Entropy as an Indicator of the Spatial Resolutions of the Morphologies of the Mode Patterns in an Optical Resonator

  • Park, Kyu-Won;Kim, Jinuk;Moon, Songky
    • Current Optics and Photonics
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    • 제5권1호
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    • pp.16-22
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    • 2021
  • We present the Shannon entropy as an indicator of the spatial resolutions of the morphologies of the resonance mode patterns in an optical resonator. We obtain each optimized number of mesh points, one of minimum size and the other of maximum one. The optimized mesh-point number of minimum size is determined by the identifiable quantum number through a chi-squared test, whereas the saturation of the difference between Shannon entropies corresponds to the other mesh-point number of maximum size. We also show that the optimized minimum mesh-point increases as the (real) wave number increases and approximates the proportionality constant between them.