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Performance of a Bayesian Design Compared to Some Optimal Designs for Linear Calibration (선형 캘리브레이션에서 베이지안 실험계획과 기존의 최적실험계획과의 효과비교)

  • 김성철
    • The Korean Journal of Applied Statistics
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    • v.10 no.1
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    • pp.69-84
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    • 1997
  • We consider a linear calibration problem, $y_i = $$\alpha + \beta (x_i - x_0) + \epsilon_i$, $i=1, 2, {\cdot}{\cdot},n$ $y_f = \alpha + \beta (x_f - x_0) + \epsilon, $ where we observe $(x_i, y_i)$'s for the controlled calibration experiments and later we make inference about $x_f$ from a new observation $y_f$. The objective of the calibration design problem is to find the optimal design $x = (x_i, \cdots, x_n$ that gives the best estimates for $x_f$. We compare Kim(1989)'s Bayesian design which minimizes the expected value of the posterior variance of $x_f$ and some optimal designs from literature. Kim suggested the Bayesian optimal design based on the analysis of the characteristics of the expected loss function and numerical must be equal to the prior mean and that the sum of squares be as large as possible. The designs to be compared are (1) Buonaccorsi(1986)'s AV optimal design that minimizes the average asymptotic variance of the classical estimators, (2) D-optimal and A-optimal design for the linear regression model that optimize some functions of $M(x) = \sum x_i x_i'$, and (3) Hunter & Lamboy (1981)'s reference design from their paper. In order to compare the designs which are optimal in some sense, we consider two criteria. First, we compare them by the expected posterior variance criterion and secondly, we perform the Monte Carlo simulation to obtain the HPD intervals and compare the lengths of them. If the prior mean of $x_f$ is at the center of the finite design interval, then the Bayesian, AV optimal, D-optimal and A-optimal designs are indentical and they are equally weighted end-point design. However if the prior mean is not at the center, then they are not expected to be identical.In this case, we demonstrate that the almost Bayesian-optimal design was slightly better than the approximate AV optimal design. We also investigate the effects of the prior variance of the parameters and solution for the case when the number of experiments is odd.

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Geocoding of the Free Stereo Mosaic Image Generated from Video Sequences (비디오 프레임 영상으로부터 제작된 자유 입체 모자이크 영상의 실좌표 등록)

  • Noh, Myoung-Jong;Cho, Woo-Sug;Park, Jun-Ku;Kim, Jung-Sub;Koh, Jin-Woo
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.29 no.3
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    • pp.249-255
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    • 2011
  • The free-stereo mosaics image without GPS/INS and ground control data can be generated by using relative orientation parameters on the 3D model coordinate system. Its origin is located in one reference frame image. A 3D coordinate calculated by conjugate points on the free-stereo mosaic images is represented on the 3D model coordinate system. For determining 3D coordinate on the 3D absolute coordinate system utilizing conjugate points on the free-stereo mosaic images, transformation methodology is required for transforming 3D model coordinate into 3D absolute coordinate. Generally, the 3D similarity transformation is used for transforming each other 3D coordinates. Error of 3D model coordinates used in the free-stereo mosaic images is non-linearly increased according to distance from 3D model coordinate and origin point. For this reason, 3D model coordinates used in the free-stereo mosaic images are difficult to transform into 3D absolute coordinates by using linear transformation. Therefore, methodology for transforming nonlinear 3D model coordinate into 3D absolute coordinate is needed. Also methodology for resampling the free-stereo mosaic image to the geo-stereo mosaic image is needed for overlapping digital map on absolute coordinate and stereo mosaic images. In this paper, we propose a 3D non-linear transformation for converting 3D model coordinate in the free-stereo mosaic image to 3D absolute coordinate, and a 2D non-linear transformation based on 3D non-linear transformation converting the free-stereo mosaic image to the geo-stereo mosaic image.

An Optimum Scale for Topoclimatic Interpolation of Daily Minimum Temperature in Complex Terrain (일 최저기온 공간내삽을 위한 지형기후학적 최적 공간규모)

  • 정유란;서희철;윤진일;이광회
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.5 no.4
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    • pp.261-265
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    • 2003
  • Cold air accumulation plays a critical role in formulating daily minimum temperature in complex terrain on radiative cooling nights, and spatial interpolation can be improved by accommodating this important topoclimatic variable. Little is known about the spatial scale for computing cold air accumulation which influences daily minimum temperature. Air temperature was measured at 10-minute intervals during September 2002- February 2003 at eight locations within a 1 by 1 km hilly orchard area. Minimum temperature data for suspected radiative cooling nights were collected, and the deviations from reference observations at a near-by KMA automated weather station were calculated. A digital elevation model with a 10m cell size was used to calculate the cold air accumulation at 8 locations. Zonal averages of the cold air accumulation were computed for each location by increasing the cell radius from 1 to 10. Temperature deviations were regressed to a common logarithm of the smoothed averages of cold air accumulation to derive a linear relationship between the local temperature deviation and the site topography. The highest coefficient of determination ($r^2$ = 0.78) was found at a cell radius of 5, which corresponds to an approximately 1 ha boundary surrounding the point of interest.

Compression of Multispectral Images (멀티 스펙트럴 영상들의 압축)

  • Enrico Piazza
    • Journal of Korea Multimedia Society
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    • v.6 no.1
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    • pp.28-39
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    • 2003
  • This paper is an overview of research contributions by the authors to the use of compression techniques to handle high resolution, multi-spectral images. Originally developed in the remote sensing context, the same techniques are here applied to food and medical images. The objective is to point out the potential of this kind of processing in different contexts such as remote sensing, food monitoring, and medical imaging and to stimulate new research exploitations. Compression is based on the simple assumption that it is possible to find out a relationship between pixels close one each other in multi-spectral images it translates to the possibility to say that there is a certain degree of correlation within pixels belonging to the same band in a close neighbourhood. Once found a correlation based on certain coefficient on one band, the coefficients of this relationship are, in turn, quite probably, similar to the ones calculated in one of the other bands. Based upon this second observation, an algorithm was developed, able to reduce the number of bit/pixel from 16 to 4 in satellite remote sensed multi-spectral images. A comparison is carried out between different methods about their speed and compression ratio. As reference it was taken the behaviour of three common algorithms, LZW (Lempel-Ziv-Welch), Huffman and RLE (Run Length Encoding), as they are used in common graphic format such as GIF, JPEG and PCX. The Presented methods have similar results in both speed and compression ratio to the commonly used programs and are to be preferred when the decompression must be carried out on line, inside a main program or when there is the need of a custom made compression algorithm.

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Characteristics of Trigeminal Evoked Potential and It's Pathway in the Rat (백서에서 삼차신경 유발전위의 특성과 경로 분석)

  • Kim, Se-Hyuk;Zhao, Chun-Zhi;Kwon, Oh-Kyoo;Lee, Bae-Hwan;Park, Yong-Gou;Chung, Sang-Sup
    • Journal of Korean Neurosurgical Society
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    • v.29 no.8
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    • pp.985-994
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    • 2000
  • Objective : There are some advantages of trigeminal evoked potential(TEP) recording compared to other somatosensory evoked potential(SSEP) recordings. The trigeminal sensory pathway has a pure sensory nerve branch, a broader receptive field in cerebral cortex, and a shorter pathway. Despite these advantages, there is little agreement as to what constitutes a normal response and what wave forms truly characterize the intraoperative TEP. This study presents the normative data of TEP recorded on the epidural surface of the rat with a platinum ball electrode. Materials & Methods : Under general anesthesia with urethane, the adult Sprague-Dawley male rats(300-350g) were given electrical stimulation with two stainless steel electrodes which were inserted into the subcutaneous layer of the area around whiskers. A reference electrode was positioned in the temporalis muscle ipsilateral to the recording site. Results : TEPs were recorded in the Par I area of somatosensory cortex and recorded most apparently on the point of 2mm posterior from the bregma and 6mm lateral from the midline. The typical wave form consisted of 5 peaks (N1-P1-N2-P2-N3 according to emerging order, upward negativity). Each latency to corresponding peaks was not influenced by the different intensities of stimulation, especially from 1 to 5mA. Average latencies of 5 peaks were in the following order ; 7.7, 11.1, 15, 22.3, 29.4ms. There was also no significant difference between latencies before and after administration of muscle relaxant(pancuronium). For the electrophysiological localization of recorded waves, the action potential of a single unit was recorded with glass microelectrode(filled with 2M NaCl, $3-5M{\Omega}$) in the thalamus of rat. A sharp wave was recorded in the VPM nucleus, in which the latency was shorter than that of N1. This suggests that all 5 peaks were generated by neural activities in the suprathalamic pathway. Conclusion : In terms of recording near-field potentials, our data also suggests that TEP in the rat may be superior to other SSEPs. In overall, these results may afford normative data for the studies of supratentorial lesions such as hydrocephalus or cerebral ischemia which can have an influence on near-field potentials.

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Wavelet based Fuzzy Integral System for 3D Face Recognition (퍼지적분을 이용한 웨이블릿 기반의 3차원 얼굴 인식)

  • Lee, Yeung-Hak;Shim, Jae-Chang
    • Journal of KIISE:Software and Applications
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    • v.35 no.10
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    • pp.616-626
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    • 2008
  • The face shape extracted by the depth values has different appearance as the most important facial feature information and the face images decomposed into frequency subband are signified personal features in detail. In this paper, we develop a method for recognizing the range face images by combining the multiple frequency domains for each depth image and depth fusion using fuzzy integral. For the proposed approach, the first step tries to find the nose tip that has a protrusion shape on the face from the extracted face area. It is used as the reference point to normalize for orientated facial pose and extract multiple areas by the depth threshold values. In the second step, we adopt as features for the authentication problem the wavelet coefficient extracted from some wavelet subband to use feature information. The third step of approach concerns the application of eigenface and Linear Discriminant Analysis (LDA) method to reduce the dimension and classify. In the last step, the aggregation of the individual classifiers using the fuzzy integral is explained for extracted coefficient at each resolution level. In the experimental results, using the depth threshold value 60 (DT60) show the highest recognition rate among the regions, and the depth fusion method achieves 98.6% recognition rate, incase of fuzzy integral.

Age differences of preference for humanoid AI speakers (얼굴형 인공지능 스피커에 대한 선호의 나이 효과)

  • Oh, Songjoo;Hwang, Jihyun;Yew, Jiho;Hahn, Sowon
    • Korean Journal of Cognitive Science
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    • v.29 no.1
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    • pp.1-16
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    • 2018
  • In this study, we investigated age differences of preference and trust ratings when the appearance of an artificial intelligent speaker resembles a human face. The appearance of the artificial intelligent speaker was presented in seven levels from robot face to human face. In addition, face stimuli were divided into gender (male and female) and age (20s / 60s). Participants evaluated the reliability and likability of each face stimulus on a 7-point scale. The results show that younger adults tend to prefer the face that was halfway between the robot and the human face, while older adults evaluated that the perceived reliability and likability were higher when the stimuli resembled the human face. When asked to choose the most preferred of the four face categories, all participants chose a younger face. However, with additional conditions including emoticon face and empty condition, older adults still preferred human face, while younger adults preferred emoticon face and empty condition. Taken together, older adults are more receptive to human faces than robotic faces in the context of artificial intelligence speakers. Because artificial intelligent speakers can play an important role in the elderly living alone, the present study will be a good reference in the design and development of artificial intelligent speakers for the elderly users.

Fast Fingerprint Alignment Method and Weighted Feature Vector Extraction Method in Filterbank-Based Fingerprint Matching (필터뱅크 기반 지문정합에서 빠른 지문 정렬 방법 및 가중치를 부여한 특징 벡터 추출 방법)

  • 정석재;김동윤
    • Journal of KIISE:Software and Applications
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    • v.31 no.1
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    • pp.71-81
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    • 2004
  • Minutiae-based fingerprint identification systems use minutiae points, which cannot completely characterize local ridge structures. Further, this method requires many methods for matching two fingerprint images containing different number of minutiae points. Therefore, to represent the fired length information for one fingerprint image, the filterbank-based method was proposed as an alternative to minutiae-based fingerprint representation. However, it has two shortcomings. One shortcoming is that similar feature vectors are extracted from the different fingerprints which have the same fingerprint type. Another shortcoming is that this method has overload to reduce the rotation error in the fingerprint image acquisition. In this paper, we propose the minutia-weighted feature vector extraction method that gives more weight in extracting feature value, if the region has minutiae points. Also, we Propose new fingerprint alignment method that uses the average local orientations around the reference point. These methods improve the fingerprint system's Performance and speed, respectively. Experimental results indicate that the proposed methods can reduce the FRR of the filterbank-based fingerprint matcher by approximately 0.524% at a FAR of 0.967%, and improve the matching performance by 5% in ERR. The system speed is over 1.28 times faster.

Low Complexity Motion Estimation Based on Spatio - Temporal Correlations (시간적-공간적 상관성을 이용한 저 복잡도 움직임 추정)

  • Yoon Hyo-Sun;Kim Mi-Young;Lee Guee-Sang
    • Journal of KIISE:Software and Applications
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    • v.31 no.9
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    • pp.1142-1149
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    • 2004
  • Motion Estimation(ME) has been developed to reduce temporal redundancy in digital video signals and increase data compression ratio. ME is an Important part of video encoding systems, since it can significantly affect the output quality of encoded sequences. However, ME requires high computational complexity, it is difficult to apply to real time video transmission. for this reason, motion estimation algorithms with low computational complexity are viable solutions. In this paper, we present an efficient method with low computational complexity based on spatial and temporal correlations of motion vectors. The proposed method uses temporally and spatially correlated motion information, the motion vector of the block with the same coordinate in the reference frame and the motion vectors of neighboring blocks around the current block in the current frame, to decide the search pattern and the location of search starting point adaptively. Experiments show that the image quality improvement of the proposed method over MVFAST (Motion Vector Field Adaptive Search Technique) and PMVFAST (Predictive Motion Vector Field Adaptive Search Technique) is 0.01~0.3(dB) better and the speedup improvement is about 1.12~l.33 times faster which resulted from lower computational complexity.

Self-esteem and Life satisfaction In the Clothing Behavior-Age and Sex in Adult and Elderly Groups- (자아존중도와 생활만족도가 의복행동변인에 미치는 영향에 관한 연구-연령 및 성을 중심으로-)

  • 김순구
    • Journal of the Korean Society of Costume
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    • v.26
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    • pp.49-67
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    • 1995
  • The purpose of this study was to investigate the relationships between demographic and psychological variables and clothing behavior with reference to sex difference in adult and elderly groups. The clothing behavior was measured by Clothing importance, Interest, Conformity, Modesty, Psychological dependence, Aesthetics, Management, Fashion, and Clothing satis-faction. Psychological variables in this study were self-esteem and life-satisfaction, and demographic variables were sex, education, family type, health, and clothing expenditure. The hypotheses set up in this study were as follows : First, a causal relationship will exist between demographic and psychological variables and clothing behavior in both adult and elderly groups. Second, in clothing behavior a main effect will exist between male and female groups and between adult and elderly groups. Third, in clothing behavior and interaction effect will exist between sex and age. The subjects of this study were 496 adult males, 459 elderly males, and 446 elderly females residing in Pusan area. The material used in this study to measure the clothing behavior was a 5-point rating scale with 31 items in 9 sub-areas developed by the author. The data were collected by five investigatiors well trained in interview before-hand. The following conclusions were obtained from the relults and discussions of this study : First, sex, education, and clothing expendi-ture has a causal relationship with clothing behavior in adult group. Females, higher-educated group, and the group with more clothing expenditure reveal higher concern for clothing. In adult group life-satisfaction does not have any causal relationship with clothing behavior in general execpt for clothing satis-to Psychological dependence, Aesthetics, Management, and Clothing satisfaction in the group. Second, in elderly group sex, education, and health significantly contribute to clothing behavior. A cencern for clothing is higher in female, higher-educated group, and the group with higher perception in health. Self-esteem has a causal relationship with Clothing importance, Conformity, Management, and Clothing satisfaction, whereas life-satisfaction has a strong causal relationship with clothing behavior in general. Third, in both adult and elderly groups a sig-nificant sex diference exists in clothing behavior. Females show higher concern for Clothing importance, Interest, Psychological dependence, Aesthetics, Management, and Fashion than males. On the other hand, males reveal higher concern for Conformity and Clothing satisfaction than females. Fourth, a significant interaction effect exists between age and sex, while elderly females show lower concern for Clothing importance, Interest, and Psychological dependence than adult females, elderly males show higher concern for the same sub-areas of clothing behavior than adult males. This signifies the increase of the concern for clothing in elderly males with the decrease of social activities. Fifth, adult female group reveals lower Con-formity in clothing compared with the other groups, which signifies the higher individuality in clothing behavior. On the other hand, the elderly groups show significantly higher Conformity than the adult groups. this signifies the importance of the consideration for the variables other than individuality in clothing behavior for the group.

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