• 제목/요약/키워드: Table of Class

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목차 정보와 kNN 분류기를 이용한 사회과학 분야 도서 자동 분류에 관한 연구 (A Study on Book Categorization in Social Sciences Using kNN Classifiers and Table of Contents Text)

  • 이용구
    • 정보관리학회지
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    • 제37권1호
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    • pp.1-21
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    • 2020
  • 이 연구에서는 한 대학도서관의 신착 도서 리스트 중 사회 과학 분야 6,253권에 대해 목차 정보를 이용하여 자동 분류를 적용하였다. 분류기는 kNN 알고리즘을 사용하였으며 자동 분류의 범주로 도서관에서 도서에 부여한 DDC 300대 강목을 사용하였다. 분류 자질은 도서의 서명과 목차를 사용하였으며, 목차는 인터넷 서점으로부터 Open API를 통해 획득하였다. 자동 분류 실험 결과, 목차 자질은 분류 재현율과 분류 정확률 모두를 향상시키는 좋은 자질임을 알 수 있었다. 또한 목차는 풍부한 자질로 불균형인 데이터의 과적합 문제를 완화시키는 것으로 나타났다. 법학과 교육학은 사회 과학 분야에서 특정성이 높아 서명 자질만으로도 좋은 분류 성능을 가져오는 점도 파악할 수 있었다.

고유수용성 신경근 촉진법중 등장성수축 결합의 임상적용 (Clinical Application of Combination of Isotonic in Proprioceptive Neuromuscular Facilitation)

  • 배성수;황보각;김미현;김재헌;최재원
    • The Journal of Korean Physical Therapy
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    • 제16권3호
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    • pp.205-216
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    • 2004
  • The purpose of this study is to find application of combination of insotonic(CI) in clinical approach. This is a literature study with books and clinical experience. CI was developed after Margaret Knott that is very useful in clinically. CI has two lever system. It has class II lever system for eccentric contraction and class III lever system for concentric contraction. Therefore it make two different contraction that is not only magnitude of motion and speed increase of motion but also biomechanical advantage. Application of CI has much variety by patient position and treatment position. Especially, it is very effectable on mat activities and training for mid stance period. CI apply in supine position on treatment table, mat or high mat activities, bridging activities, all fourth activities and sit on chair activities. CI apply serially with different techniques. These are rhythmic initiation, dynamic reversal, approximation, rhythmic stabilization and replication.

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비선형 시스템의 안정을 위한 HRIV 방법의 제안 (Hybrid Rule-Interval Variation(HRIV) Method for Stabilization a Class of Nonlinear Systems)

  • Myung, Hwan-Chun;Z. Zenn Bien
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 2000년도 춘계학술대회 학술발표 논문집
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    • pp.249-255
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    • 2000
  • HRIV(Hybrid Rule-Interval Variation) method is presented to stabilize a class of nonlinear systems, where SMC(Sliding Mode Control) and ADC (ADaptive Control) schemes are incorporated to overcome the unstable characteristics of a conventional FLC(Fuzzy Logic Control). HRIV method consists of two modes: I-mode (Integral Sliding Mode PLC) and R-mode(RIV method). In I-mode, SMC is used to compensate for MAE(Minimum Approximation Error) caused by the heuristic characteristics of FLC. In R-mode, RIV method reduces interval lengths of rules as states converge to an equilibrium point, which makes the defined Lyapunov function candidate negative semi-definite without considering MAE, and the new uncertain parameters generated in R-mode are compensated by SMC. In RIV method, the overcontraction problem that the states are out of a rule-table can happen by the excessive reduction of rule intervals, which is solved with a dynamic modification of rule-intervals and a transition to I-mode. Especially, HRIV method has advantages to use the analytic upper bound of MAE and to reduce Its effect in the control input, compared with the previous researches. Finally, the proposed method is applied to stabilize a simple nonlinear system and a modified inverted pendulum system in simulation experiments.

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Comparative Evaluation of Egg Quality in Response to Temperature Variability: From Farm to Table Exposure Scenarios

  • Ji-Hoon An;Youngmin Hwang;Sumin Hwang;Hyojin Kwon;Hyelim Gu;Kihwan Park;Changsun Choi
    • 한국축산식품학회지
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    • 제43권6호
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    • pp.1002-1016
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    • 2023
  • This study aimed to develop appropriate temperature management practices and provide scientific evidence to support the development of sell-by-date guidance for eggs. Washed and unwashed eggs were subjected to storage under six different scenarios, and both types of eggs were stored at temperatures up to 35℃ to evaluate the sell-by-date. Despite temperature fluctuations or continuous storage at 30℃ for 5 days, subsequent storage at 10℃ resulted in significantly higher Haugh unit and yolk index on day 15. These results indicate that refrigerating eggs from retail sales until consumption is effective for egg quality management, despite the exposure of up to 35℃ during distribution. In terms of sell-by-date evaluation, washed eggs retained class B quality for an additional 37 days beyond the recommended sell-by-date at 15℃, which is above the regulated storage temperature. However, unwashed eggs maintained class B quality for approximately 20 days at 30℃-35℃, emphasizing the need for sell-by-date guidelines for unwashed eggs. This study is the first to provide appropriate egg-handling practices based on the actual distribution environment in Korea.

행렬구조 메모리 참조표를 사용한 페트리네트 제어기의 하드웨어 구현 (Hardware implementation of Petri net-based controller with matrix-based look-up tables)

  • 장래혁;정승권;권욱현
    • 제어로봇시스템학회논문지
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    • 제4권2호
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    • pp.194-202
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    • 1998
  • This paper describes a hardware implementation method of a Petri Net-based controller. A flexible and systematic implementation method, based on look-up tables, is suggested, which enables to build high speed Petri net-based controllers. The suggested method overcomes the inherent speed limit that arises from the microprocessors by using of matrix-based look-up tables. Based on the matrix framework, this paper suggests various specific data path structures as well as a basic data path structure, accompanied by evolution algorithms, for sub-class Petri nets. A new sub-class Petri net, named Biarced Petri Net, resolves memory explosion problem that usually comes with matrix-based look-up tables. The suggested matrix-based method based on the Biarced Petri net has as good efficiency and expendability as the list-based methods. This paper shows the usefulness of the suggested method, evaluating the size of the look-up tables and introducing an architecture of the signal processing unit of a programmable controller. The suggested implementation method is supported by an automatic design support program.

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An enhanced feature selection filter for classification of microarray cancer data

  • Mazumder, Dilwar Hussain;Veilumuthu, Ramachandran
    • ETRI Journal
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    • 제41권3호
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    • pp.358-370
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    • 2019
  • The main aim of this study is to select the optimal set of genes from microarray cancer datasets that contribute to the prediction of specific cancer types. This study proposes the enhancement of the feature selection filter algorithm based on Joe's normalized mutual information and its use for gene selection. The proposed algorithm is implemented and evaluated on seven benchmark microarray cancer datasets, namely, central nervous system, leukemia (binary), leukemia (3 class), leukemia (4 class), lymphoma, mixed lineage leukemia, and small round blue cell tumor, using five well-known classifiers, including the naive Bayes, radial basis function network, instance-based classifier, decision-based table, and decision tree. An average increase in the prediction accuracy of 5.1% is observed on all seven datasets averaged over all five classifiers. The average reduction in training time is 2.86 seconds. The performance of the proposed method is also compared with those of three other popular mutual information-based feature selection filters, namely, information gain, gain ratio, and symmetric uncertainty. The results are impressive when all five classifiers are used on all the datasets.

일 복지관 이용 노인들의 인구학적 특성과 노인복지서비스 요구 조사 (Demographic Characteristics and Welfare Service Needs of Elders Utilizing a Welfare Center)

  • 박혜자
    • 한국농촌간호학회지
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    • 제2권1호
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    • pp.24-32
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    • 2007
  • Purpose: This study was done to provide statistical data for developing client-needs based welfare services in community welfare facilities. Method: The participants were 270 senior citizens, who visited a community welfare center in Gyunggi province, during the month of October 2005. They were asked to answer a structured questionnaire. Descriptive statistics, $X^2$ test and Fisher's exact test were used to analyze the data from 221 of the elders. Results: 1. More than 50% of the respondents were women aged between 60 and 75, who had education levels above high school and who lived in apartments. Among the respondents, 54.3% lived separately from their children. 2. 70.0% of the respondents considered their health status as "good", even though they had more than one disease. Also 41% of the respondents were supported by their children, and 76.8% wanted jobs. 3. The respondents pointed out several programs such as languages, computer, singing class, physical activities (dances, billiards, Tai-chi and table tennis), needed to be included in the welfare center programs. Conclusions: Elders aged 60-75, educated above high school, living in an apartments, live alone or with spouse, and having frequent contact with children, were the most frequent utilizers of the welfare center. They want the welfare center programs in variety, including languages, computer, singing class, and physical activities.

광릉삼림의 생태학적 연구 낙엽송의 Site Index와 임상식생에 관하여 (Ecological Studies on Several Forest Communities in Kwangnung. A Study of the Site Index and the ground vegetation of Larch)

  • 차종환
    • Journal of Plant Biology
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    • 제9권1_2호
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    • pp.7-16
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    • 1966
  • In order to determine the factors related to site quality, 13 areas of Larch growing in the Kwangung and its vicinity forest as sample plots, were examined. Sample plots included various site classes as well as age classes. Three were divided into two groups (major and minor trees). Average height of dominant trees was determined through messurement of 5 to 6 dominant tree in each sample plots. Average height of dominant 30 year-old trees was the basis for site index. A Standard Yield Table for the larch produced in Kwangnung forest was made by various data, which included age class 5, ranging from 10 to 45 years. The relationship of the height of the trees, the site conditions, and ground vegetation are investigated in this paper. The site indexes of 40 forest class age in 28-B and 28-G forest classes of the larch associations for ground vegetation had comparatively rarge differences due to the sampled areas. The relation of the direction of forest communities to the height and the diameter of the tree shwoed that its communiteis of northest and northwest parts appeared higher valueof the height and the diameter. The diameter and the height of trees were closely realted to each other. The samller the occupied area per tree and the smaller the average distance among trees, the more density was increased. The larger the density was the lower height of the trees. In the ground vegetation of the larch communities, there seems to be a definite correlation between the height of trees and the occupied area per tree or the average distance among the trees. The height of trees and site index of two larch communities were as follow: 28-B forest class site index 20.8, height 24.0m, 28-G forest class site index 18.4, height 20.9m. The ground layer was analyzed by the method of Quadrat(20/20sq. cm) with an interval of 1M. It set up 40 Quadrats of the larch communiteis. The community structure of the ground vegetation of two larch was analyzed, and important value was calculated and then evaluated. The ground vegetation under the larch had developed Burmannii Beauv stratal society below the 28-B and 28-G the forest class. Accordingly, the first important value of Burmannii Beauv was found in two ground vegetation below the larch. Therefore, this species could be quantitatively considered as the forest indicator species. Common species of each community appeared 18 species out of 34 species in the ground vegetation under two larch communities. The ground vegetation of the 28-B forest class showed more than that of the 28-G forest class. the similarity of the ground vegetation was measrued by the Frequency Index Community Coefficient. The differences between the associations were lcearly manifested by the ground vegetation tested by Gleason's Frequency Index of Community Coefficient for the analysis of each stratal society of all associations. According to F.I.C.C. the ground vegetation under two larch(28-B and 28-G) forest classes showed higher value. An investigation into the relationship of physical and chemical properties of soil and site was considered the next step to be taken in the study of the larch site classification.

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일본잎갈나무 임분(林分)의 생산력(生產力)과 밀도관리(密度管理)에 관(關)한 연구(硏究) (Productivity and Density Control of Stands of Japanese Larch)

  • 마상규
    • 한국산림과학회지
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    • 제34권1호
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    • pp.21-30
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    • 1977
  • 일본잎갈나무는 우리나라의 주요조림수종(主要造林樹種)으로 전국각지(全國各地)에 많은 조림지(造林地)와 임분(林分)이 있다. 이 수종(樹種)의 임분밀도관리(林分密度管理)의 지침(指針)을 마련하여 생산력예측(生產力豫則), 간벌계획(間伐計劃)과 수확량(收穫量) 사정(査定)을 용이하게 하는 일은 임업기술(林業技術)의 계량적(計量的), 생태적(生態的) 및 경제적(經濟的) 관점(觀點)에 대단(大端)이 의의있는 일로 생각 되었다. 이 연구(硏究)를 위해 정상적(正常的)으로 관리(管理)되고 있든 비정상적(非正常的)으로 관리(管理)되고 있든 최근(最近)에 간벌(間伐)한 흔적이 없는 임분(林分)에서 165개(個)의 표본(標本)을 조사(調査)하여 평균수고(平均樹高), 평균직경(平均直徑) 우세목수고(優勢木樹高), ha당(當) 본수(本數)와 1평균목(平均木)의 간재적(幹材積)을 산출(算出) 하였다. 이 연구(硏究)에 특(特)히 세장도이론(細長度理論)을 새로 도입(導入) 하였다. 이 이론(理論)에 대(對)한 실험적(實驗的) 검토(檢討)는 마(馬)와 Wardle, Shantz, Harms & Colline의 밀도시험결과(密度試驗結果)를 인용(引用)하여 증명한 바 있다. 임목(林木)의 상대생장(相對生長)은 일반적(一般的)인 logistic cnrve를 인용(引用)하고 공식(公式)은 모두 $Y=a{\times}b$를 대입(代入) 하였다. 각측정인자간(各測定因子間)의 관계(關係)는 아래와 같았다. 1. 세장도별(細長度別) 수고(樹高)와 밀고(密度)와의 관계(關係)-표(表) 1과 그림2 2. 세장도별(細長度別) 직경(直徑)과 밀도(密度)와의 관계(關係)-표(表) 1과 그림3 3. 세장도별(細長度別) 수고(樹高)와 단목간재적(單木幹材積)과의 관계(關係)-표(表) 3과 그림4 4. $D^2H$와 단목(單木) 간재적(幹材積)-$Log_eV=0.9569\;Log_eD^2H-9.8431$ 5. 밀도(密度)와 간재적(幹材積)-$Log_eV=9.5026-1.6800\;Log_eD$ 6. 밀도(密度)와 간재적(幹材積)-$Log_eV_{ha}=9.4911-0.6784\;Log_eD$ 7. 세장도별(細長度別) 수고계급(首告階級)에 응대(應對)한 간재적(幹材積)-표(表) 5 8. 세장도별(細長度別) 수고계급(首告階級)에 응대(應對)한 Ha당(當) 본수(本數)-표(表) 6 9. 세장도별(細長度別) 수고계급(首告階級)에 응대(應對)한 Ha당(當) 간재적(幹材積)-표(表) 7 이상(以上)의 과정(過程)을 거쳐 일본잎갈나무 임분밀도관리도표(林分密度管理圖表)를 제작(製作)하였다(그림 9). 이 관리표(管理表)의 정확도(正確度)를 검정하기 위하여 실측치(實測値)와 추정치(推定値)와의 관계(關係)를 보니 표(表) 8의 내용과 같이 오차(誤差)가 낮은편이었다. 이 도표(圖表)는 일본잎갈나무 임분(林分)의 밀도관리(密度管理)의 지침(指針)이 되리라 생각 된다.

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PREDICTION OF DAILY MAXIMUM X-RAY FLUX USING MULTILINEAR REGRESSION AND AUTOREGRESSIVE TIME-SERIES METHODS

  • Lee, J.Y.;Moon, Y.J.;Kim, K.S.;Park, Y.D.;Fletcher, A.B.
    • 천문학회지
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    • 제40권4호
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    • pp.99-106
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    • 2007
  • Statistical analyses were performed to investigate the relative success and accuracy of daily maximum X-ray flux (MXF) predictions, using both multilinear regression and autoregressive time-series prediction methods. As input data for this work, we used 14 solar activity parameters recorded over the prior 2 year period (1989-1990) during the solar maximum of cycle 22. We applied the multilinear regression method to the following three groups: all 14 variables (G1), the 2 so-called 'cause' variables (sunspot complexity and sunspot group area) showing the highest correlations with MXF (G2), and the 2 'effect' variables (previous day MXF and the number of flares stronger than C4 class) showing the highest correlations with MXF (G3). For the advanced three days forecast, we applied the autoregressive timeseries method to the MXF data (GT). We compared the statistical results of these groups for 1991 data, using several statistical measures obtained from a $2{\times}2$ contingency table for forecasted versus observed events. As a result, we found that the statistical results of G1 and G3 are nearly the same each other and the 'effect' variables (G3) are more reliable predictors than the 'cause' variables. It is also found that while the statistical results of GT are a little worse than those of G1 for relatively weak flares, they are comparable to each other for strong flares. In general, all statistical measures show good predictions from all groups, provided that the flares are weaker than about M5 class; stronger flares rapidly become difficult to predict well, which is probably due to statistical inaccuracies arising from their rarity. Our statistical results of all flares except for the X-class flares were confirmed by Yates' $X^2$ statistical significance tests, at the 99% confidence level. Based on our model testing, we recommend a practical strategy for solar X-ray flare predictions.