• Title/Summary/Keyword: Extended Data Expression

Search Result 51, Processing Time 0.022 seconds

A Classifier Capable of Handling Incomplete Data Set (불완전한 데이터를 처리할수 있는 분류기)

  • Lee, Jong-Chan;Lee, Won-Don
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.14 no.1
    • /
    • pp.53-62
    • /
    • 2010
  • This paper introduces a classification algorithm which can be applied to a learning problem with incomplete data sets, missing variable values or a class value. This algorithm uses a data expansion method which utilizes weighted values and probability techniques. It operates by extending a classifier which are considered to be in the optimal projection plane based on Fisher's formula. To do this, some equations are derived from the procedure to be applied to the data expansion. To evaluate the performance of the proposed algorithm, results of different measurements are iteratively compared by choosing one variable in the data set and then modifying the rate of missing and non-missing values in this selected variable. And objective evaluation of data sets can be achieved by comparing, the result of a data set with non-missing variable with that of C4.5 which is a known knowledge acquisition tool in machine learning.

Probability Estimation Method for Imputing Missing Values in Data Expansion Technique (데이터 확장 기법에서 손실값을 대치하는 확률 추정 방법)

  • Lee, Jong Chan
    • Journal of the Korea Convergence Society
    • /
    • v.12 no.11
    • /
    • pp.91-97
    • /
    • 2021
  • This paper uses a data extension technique originally designed for the rule refinement problem to handling incomplete data. This technique is characterized in that each event can have a weight indicating importance, and each variable can be expressed as a probability value. Since the key problem in this paper is to find the probability that is closest to the missing value and replace the missing value with the probability, three different algorithms are used to find the probability for the missing value and then store it in this data structure format. And, after learning to classify each information area with the SVM classification algorithm for evaluation of each probability structure, it compares with the original information and measures how much they match each other. The three algorithms for the imputation probability of the missing value use the same data structure, but have different characteristics in the approach method, so it is expected that it can be used for various purposes depending on the application field.

Microarray Data Retrieval Using Fuzzy Signature Sets (퍼지 시그너쳐 집합을 이용한 마이크로어레이 데이터 검색)

  • Lee, Sun-A;Lee, Keon-Myung;Ryu, Keun-Ho
    • Journal of the Korean Institute of Intelligent Systems
    • /
    • v.19 no.4
    • /
    • pp.545-549
    • /
    • 2009
  • Microarray data sets could contain thousands of gene expression levels and have been considered as an important source from which meaningful patterns could be extracted for further analysis in biological studies. It is sometimes necessary to retrieve out specific genes or samples of analyst's interest in an effective way. This paper is concerned with a method to make use of fuzzy signature set in order to filter out genes or samples which satisfy complicated constraints as well as simple ones. Fuzzy signatures are an extension of vector valued fuzzy sets, in which elements of the vector are allowed to have a vector. Fuzzy signature sets are similar to fuzzy signatures except that their leaf elements are fuzzy sets defined on the interval [0,1]. This paper introduces an extension of fuzzy signature sets which specifies aggregation operators at each internal node and comparison operators for aggregation. It also shows how to use the extended fuzzy signature sets in microarray data retrieval and some examples of its usage.

Analysis of Genes with Alternatively Spliced Transcripts in the Leaf, Root, Panicle and Seed of Rice Using a Long Oligomer Microarray and RNA-Seq

  • Chae, Songhwa;Kim, Joung Sug;Jun, Kyong Mi;Lee, Sang-Bok;Kim, Myung Soon;Nahm, Baek Hie;Kim, Yeon-Ki
    • Molecules and Cells
    • /
    • v.40 no.10
    • /
    • pp.714-730
    • /
    • 2017
  • Pre-mRNA splicing further increases protein diversity acquired through evolution. The underlying driving forces for this phenomenon are unknown, especially in terms of gene expression. A rice alternatively spliced transcript detection microarray (ASDM) and RNA sequencing (RNA-Seq) were applied to differentiate the transcriptome of 4 representative organs of Oryza sativa L. cv. Ilmi: leaves, roots, 1-cm-stage panicles and young seeds at 21 days after pollination. Comparison of data obtained by microarray and RNA-Seq showed a bell-shaped distribution and a co-lineation for highly expressed genes. Transcripts were classified according to the degree of organ enrichment using a coefficient value (CV, the ratio of the standard deviation to the mean values): highly variable (CVI), variable (CVII), and constitutive (CVIII) groups. A higher index of the portion of loci with alternatively spliced transcripts in a group (IAST) value was observed for the constitutive group. Genes of the highly variable group showed the characteristics of the examined organs, and alternatively spliced transcripts tended to exhibit the same organ specificity or less organ preferences, with avoidance of 'organ distinctness'. In addition, within a locus, a tendency of higher expression was found for transcripts with a longer coding sequence (CDS), and a spliced intron was the most commonly found type of alternative splicing for an extended CDS. Thus, pre-mRNA splicing might have evolved to retain maximum functionality in terms of organ preference and multiplicity.

Morphogenetic and neuronal characterization of human neuroblastoma multicellular spheroids cultured under undifferentiated and all-trans-retinoic acid-differentiated conditions

  • Jung, Gwon-Soo;Lee, Kyeong-Min;Park, Jin-Kyu;Choi, Seong-Kyoon;Jeon, Won Bae
    • BMB Reports
    • /
    • v.46 no.5
    • /
    • pp.276-281
    • /
    • 2013
  • In this study, we aimed to compare the morphogenetic and neuronal characteristics between monolayer cells and spheroids. For this purpose, we established spheroid formation by growing SH-SY5Y cells on the hydrophobic surfaces of thermally-collapsed elastin-like polypeptide. After 4 days of culture, the relative proliferation of the cells within spheroids was approximately 92% of the values for monolayer cultures. As measured by quantitative assays for mRNA and protein expressions, the production of synaptophysin and neuronspecific enolase (NSE) as well as the contents of cell adhesion molecules (CAMs) and extracellular matrix (ECM) proteins are much higher in spheroids than in monolayer cells. Under the all-trans-retinoic acid (RA)-induced differentiation condition, spheroids extended neurites and further up-regulated the expression of synaptophysin, NSE, CAMs, and ECM proteins. Our data indicate that RA-differentiated SH-SY5Y neurospheroids are functionally matured neuronal architectures.

A Study on Effective Fashion Illustration for Korean Middle Aged Woman -Focusing on the Standard Stomo type for Korean - (중년 여성 이미지에 어울리는 패션 일러스트레이션에 대한 연구 -한국인 표준 체형을 중심으로-)

  • Lee, Woon-Young;Im, Soon
    • The Research Journal of the Costume Culture
    • /
    • v.7 no.3
    • /
    • pp.134-141
    • /
    • 1999
  • The purpose of this study is to provide new style for fashion illustration fo different image of Korean middle aged women. The research method is as follows. First, we make basic style base on The Korea Industrial Advancement Administration\`s Korean standard stomatype. Second, it give variety to body\`s rate and make each different 8 style. The subject are 144 college students who majoring clothing, fashion design and they have responded to the questionnaires. Questionnaires were taken from April, 1998 to Jan. 1999. Data were analyzes by analysis of variance, ANOVA test, Dunkun test, SPSS. PC/sup +/. As a result of this study, we found this following conclusions, 1. Well-proportion style have the exaggerated shoulder and the extended body at the same rate below waist line than basic style. 2. Reduction and extension need stability and well balanced. 3. Fashion illustration of middle aged women\`s clothing expression is not proper too narrow width, too long length of legs. 4. To making length, it is award well-proportion have too long hand or too long arm.

  • PDF

A Study on Fashion Illustration Applied using a Blending Mode in Photoshop (포토샵의 블렌딩 모드 기법을 활용한 패션 일러스트레이션에 관한 연구)

  • Kim, Mi-Hyun
    • The Research Journal of the Costume Culture
    • /
    • v.19 no.3
    • /
    • pp.518-530
    • /
    • 2011
  • Based on the development of digital technology, Photoshop as a computer graphics program has extended its range of application to creative techniques that can express the contemporary sense of fashion illustration. Thus, the objectives of this study are to seek a new technique of fashion illustration through a study of computer graphics programs required for vitalization in this digital era and to present the application. This is done after a literature review and empirical investigation. For the literature review, specialty publications with precedent studies related to the subject of this study are examined, and internet materials with related key words are sought to establish the reference data for the study. For the empirical investigation, cases of each expression for blending mode are examined to seek the correct means of fashion illustration. Five works are created as a result. The specific contents of this study are as follows: First, the types and characteristics of blending mode are examined. Second, cases in which the blending mode is applied are analyzed to seek insight into their utilization. Third, five works are created by applying the blending mode to present the result.

New mathematical approach to calculate the geometrical efficiency using different radioactive sources with gamma-ray cylindrical shape detectors

  • Thabet, Abouzeid A.;Hamzawy, A.;Badawi, Mohamed S.
    • Nuclear Engineering and Technology
    • /
    • v.52 no.6
    • /
    • pp.1271-1276
    • /
    • 2020
  • The geometrical efficiency of a source-to-detector configuration is considered to be necessary in the calculation of the full energy peak efficiency, especially for NaI(Tl) and HPGe gamma-ray spectroscopy detectors. The geometrical efficiency depends on the solid angle subtended by the radioactive sources and the detector surfaces. The present work is basically concerned to establish a new mathematical approach for calculating the solid angle and geometrical efficiency, based on conversion of the geometrical solid angle of a non-axial radioactive point source with respect to a circular surface of the detector to a new equivalent geometry. The equivalent geometry consists of an axial radioactive point source with respect to an arbitrary elliptical surface that lies between the radioactive point source and the circular surface of the detector. This expression was extended to include coaxial radioactive circular disk source. The results were compared with a number of published data to explain how significant this work is in the efficiency calibration procedure for the γ-ray detection systems, especially in case of using isotropic radiating γ-ray sources in the form of point and disk shapes.

Aging and Temporality of Aged in a Clan (동족사회 노인의 시간경험)

  • Cho, Myung-Ok
    • Korean Journal of Adult Nursing
    • /
    • v.20 no.2
    • /
    • pp.280-295
    • /
    • 2008
  • Purpose: This ethnography in communication aimed to explore the changes in consciousness on time and temporality as an elderly became older. This study focused on time as a primary message systems of Edward Hall. Methods: The assumption of the study was that the aging body as an expression of biological time is a meta of physical, personal, and social time. Data were collected from iterative fieldwork in a clan between Jan, 1990 and April, 2007. The key informants were 13 women and men aged 70 years old or more at the beginning of study. Changes in physical time and temporality as the women's body declined in its physical function was analyzed. As the cultural context, informants' every life and the history of the clan were also analyzed. Results: The meta-time of the informants were constituted as follows: In the low-contextual dimension, physical time perceived as longer and personal time perceived as shorter than they were young; In high-contextual dimension, informant and residents had a polychronic perspective and aged-centered time perspectives.; In the supernatural dimension of time, sacred time were reinforced by rituals. Informants extended temporality to their springs' world and ancestors' world. Conclusion: As the informants recognized slugged body movements and time-limited present life, their views on their life world towards the future of spring and of the sacred world of ancestors. Thereby, their identity as a member of a clan was reinforced. This result informed us on what we should focus on when caring with older women.

  • PDF

A Study on H.264/AVC Video Compression Standard of Multi-view Image Expressed by Layered Depth Image (계층적 깊이 영상으로 표현된 다시점 영상에 대한 H.264/AVC 비디오 압축 표준에 관한 연구)

  • Jee, Innho
    • The Journal of the Institute of Internet, Broadcasting and Communication
    • /
    • v.20 no.1
    • /
    • pp.113-120
    • /
    • 2020
  • The multi-view video is a collection of multiple videos capturing the same scene at different viewpoints. Thus, there is an advantage of providing for user oriented view pointed video. This paper is suggested that the compression performance of layered depth image structure expression has improved by using more improved method. We confirm the data size of layer depth image by encoding H.264 technology and the each performances of reconstructed images. The H.264/AVC technology has easily extended for H.264 technology of video contents. In this paper, we suggested that layered depth structure can be applied for an efficient new image contents. We show that the huge data size of multi-view video image is decreased, and the higher performance of image is provided, and there is an advantage of for stressing error restoring.