• 제목/요약/키워드: Weak Classification

검색결과 165건 처리시간 0.034초

상·하향 계단보행을 위한 근전도 신호 기반 보행단계 인식 (Gait Phase Recognition based on EMG Signal for Stairs Ascending and Stairs Descending)

  • 이미란;류재환;김상호;김덕환
    • 전자공학회논문지
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    • 제52권3호
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    • pp.181-189
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    • 2015
  • 동력의족은 하지 절단 환자나 다리근력이 부족한 사람들의 보행 보조를 위해 사용된다. 동력의족의 자연스러운 구동을 위해 선 보행단계가 잘 분류되어야 한다. 물리센서를 이용하여 보행단계를 분류하는 기존 연구는 동력의족이 사전에 훈련된 보행속도로만 재현되는 단점이 있다. 따라서 본 논문에서는 물리센서를 사용하지 않고, 근전도 신호만을 이용하여 오르막, 내리막 계단보행을 각각 4단계로 분류하는 방법을 제안한다. 근전도 신호를 RMS, VAR, MAV, SSC, ZC, WAMP 특징으로 산출하여 LDA(Linear Discriminant Analysis) 분류기를 통해 보행단계를 인식한다. 훈련 단계에서는 AHRS센서를 이용하여 무릎각도 변화에 따른 보행단계 범위를 생성한다. 실험 결과, 선행 연구의 경우 오르막 보행에서 평균 58.5%, 내리막 보행에서 35.3%의 정확도를 보인다. 반면, 제안하는 방법은 오르막 보행에서 평균 85.6%, 내리막 보행에서 69.5%의 인식률을 보인다. 또한, 본 연구를 통해 개별 근육 별 보행단계 평균 인식률을 분석하였다.

Association between soluble forms of the receptor for advanced glycation end products and periodontal disease: a retrospective study

  • Kim, Keun-Suh;Lee, Yun Jong;Ahn, Soyeon;Chang, Yoon-Seok;Choi, Yonghoon;Lee, Hyo-Jung
    • Journal of the Korean Association of Oral and Maxillofacial Surgeons
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    • 제47권6호
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    • pp.445-453
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    • 2021
  • Objectives: Periodontitis is the most common chronic disease that causes tooth loss and is related to systemic diseases such as cardiovascular disease and diabetes. An objective indicator of the current activity of periodontitis is necessary. Soluble forms of the receptor for advanced glycation end products (sRAGE) are markers that reflect the status of inflammatory diseases. In this study, the relationship between sRAGE and periodontitis was analyzed to determine whether it can be used to diagnose the current state of periodontitis. Patients and Methods: Eighty-four patients without any systemic diseases were diagnosed with periodontitis using three classifications of periodontitis. Demographics and oral examination data such as plaque index (PI), bleeding on probing (BOP) index, and probing pocket depth (PPD) were analyzed according to each classification. In addition, correlation and partial correlation between sRAGE and the values indicating periodontitis were analyzed. Results: In each classification, the level of sRAGE tended to decrease if periodontitis was present or severe, but this change was not statistically significant. sRAGE and periodontitis-related variables exhibited a weak correlation, among which the BOP index showed a relatively strong negative correlation (ρ=-0.20). Based on this, on analyzing the correlation between the BOP index and sRAGE in the group with more severe periodontitis (PPD≥5 mm group, severe group of AAP/CDC [American Academy of Periodontology/Centers for Disease Control and Prevention], periodontitis group of López), the correlation further increased (ρ=-0.23, -0.40, -0.50). Partial correlation analysis of the sRAGE and BOP index showed a stronger negative correlation (ρ=-0.36, -0.55, -0.45). Conclusion: sRAGE demonstrated a tendency to decrease upon increased severity of periodontitis according to the classifications used. Above all, the correlation with the BOP index, which reflects the current state of periodontitis, was higher in the group with severe periodontitis. This indicates that the current status of periodontitis can be diagnosed through sRAGE.

중학생들의 수학 흥미와 성취도의 종단적 변화에 따른 잠재집단 분류 및 영향요인 탐색: 다변량 성장혼합모형을 이용하여 (Classification of latent classes and analysis of influencing factors on longitudinal changes in middle school students' mathematics interest and achievement: Using multivariate growth mixture model)

  • 김래영;한수연
    • 한국수학교육학회지시리즈A:수학교육
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    • 제63권1호
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    • pp.19-33
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    • 2024
  • 본 연구는 중학생들의 수학 흥미와 성취도의 종단적인 변화 양상을 알아보기 위해 경기교육종단연구 4-6차년도 데이터를 분석하였다. 다변량 성장혼합모형을 이용하여 분석한 결과 학생들의 수학 흥미와 성취도의 변화 양상에 이질적인 특성이 존재함을 확인하였고, 종단적인 변화 양상에 따라 학생들을 4개의 잠재집단으로 구분하였다. 학생들은 흥미와 성취도가 모두 낮은 저수준 유형, 모두 높은 고수준 유형, 학년이 올라감에 따라 증가하는 중수준-증가 유형, 학년이 올라감에 따라 감소하는 중수준-감소 유형으로 구분되었으며, 유형마다 흥미와 성취도의 종단적인 변화 양상이 다르게 나타나는 것을 확인하였다. 또한, 다변량 성장혼합모형의 초기값과 기울기 사이의 상관관계를 분석한 결과, 수학 흥미와 성취도는 초기값뿐 아니라 변화율에 있어서도 서로 긍정적인 영향이 있는 것으로 나타났다. 잠재집단의 결정에 영향을 미치는 요인을 개인, 수업방식, 가정 변인으로 나누어 그 영향력을 살펴보았고, 학생의 교육포부와 사교육 시간은 수학 흥미 및 성취도에 긍정적인 영향을 미치며 선행학습의 경우 그 정도에 따라 영향력이 달라지는 양상을 확인하였다. 학생이 인식한 수업방식의 경우, 교수자 중심 수업은 흥미와 성취도가 높은 집단에 속할 확률을 높이고, 학습자 중심 수업은 흥미와 성취도가 낮은 집단에 속할 확률을 높이는 것으로 나타났다. 본 연구는 다변량 성장혼합모형을 통해 수학교육에서 흥미와 성취도를 비롯한 다양한 특성에 대한 학생들의 변화 양상을 분석하는 새로운 방법을 제시하였다는 점에서 의의가 있다.

담화 언어 코드로 본 과학 수업 양태의 학생 중심성 (Student-Centeredness of the Modality of Science Teaching Based on Discourse language Code)

  • 맹승호;김찬종
    • 한국과학교육학회지
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    • 제29권1호
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    • pp.116-136
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    • 2009
  • 학교 과학 수업은 그 실행 과정에서 이루어지는 수업 주체 상호간의 의사소통의 내용, 구조, 기능의 차이가 존재하기 때문에 과학 수업에 대한 이해를 위해서는 교수법적 실천 양태의 차이를 명료화하고, 수업의 사회적 상황을 구조적으로 기술하는 것이 필요하다. 과학 수업의 이러한 특징은 과학 수업의 언어에 대한 심층적인 분석을 통해 이해할 수 있다. 이를 위한 대안으로 이 연구에서는 Bernstein의 코드 이론을 도입하여 광물 단원에 대한 중학교 과학 수업 사례에 대하여 수업 담화 언어 코드를 분석하였다. 연구 사례의 수업 담화 장면 별로 담화의 맥락 및 담화 참여자에 대한 권력 관계를 나타내는 범주구분의 정도와, 담화 주체간의 위계적 관계 및 담화 주도에 대한 통제 수준에 다른 범주구성의 정도를 파악하여 담화 언어 코드를 규명하였다. 연구 결과, 광물 단원의 수업 담화 사례는 6가지 유형의 담화 언어 코드가 형성되어, 수업 담화의 측면에서 학생 중심 수업과 교사 중심 수업 사이에서 다양한 양상을 부이고 있었다. 담화 언어 코드이 변화 경향에 따라 과학수업 양태의 변화 양상은 '통제된 학생 중심성 유도 수업'에서 '지위적인 학생 중심성 허용 수업'으로, 그리고 '통제된 학생 참여 허용 수업'을 거쳐, '통제된 학생 중심성 촉진 수업'과 '학생 중심성 강화 수업'으로 다양하고 역동적인 과정을 보여주었다. 이를 통해 학생 중심성이 강화된 과학 수업을 위해서는 학생의 담화 주도가 보장되는 약한 담화적 통제와 담화 주체간의 약한 위계적 관계가 필요함을 알 수 있었다. 또한, 담화 언어 코드에 대한 교사의 자각이 구성주의 수업, 학생 중심 수업에 대한 교사의 지향과 맞물려 강화될 수 있다면, 학생 중심성이 강화된 수업의 실행이 가능해질 수 있음을 밝혔다.

중풍환자에 대한 일차 한의임상진료 가이드라인 (Clinical Practice Guideline of Korean Medicine for Stroke : Preliminary Guideline and Recommendation)

  • 한창호
    • 대한한방내과학회지
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    • 제33권4호
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    • pp.347-366
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    • 2012
  • The aim of this new statement is to provide comprehensive and timely evidence-based recommendations on stroke management for clinical practitioners. Many countries are already well engaged in developing and releasing their own clinical practice guidelines, whereas Korean Medicine (KM) is still beginning. It will take time and effort to develop evidence-based guidelines and recommendations of KM or other traditional medicine because they are weak in the area of scientific evidence. The clinical practice guideline of Korean medicine for stroke was formulated through extensive review of published literature and consensus meeting of Korean medicine specialists. This project was supported by a grant of the Oriental Medicine R&D Project, the Ministry of Health and Welfare. Referring to guidelines developed in other countries, the experts in the subject tried to organize and develop guidelines and recommendations adequate for domestic medical circumstances. In December, 2008, a multi-disciplinary team called the Evidence Based Clinical Practice Guidelines Development Group (EBCPGsDG) for Stroke was organized. The writing committee was comprised of experts in internal medicine, acupuncture, rehabilitation, and Sasang constitution. Outside specialists and associated panels were invited for consultation. The scope of the guideline encompasses acupuncture, moxibustion and herbal medicine (including Korean medicine, traditional Chinese medicine, Kampo medicine) as interventions for stroke patients. It includes statements about ischemic stroke (I63), stroke not specified as hemorrhage or infarction (I64), and sequelae of cerebrovascular disease (I69) according to the International Classification of Disease (ICD). The committee subdivided the description of herbal medications into acute stroke management, subacute stroke management, post-stroke management, and secondary prevention of stroke. Guidelines on the practice of acupuncture and moxibustion were described in order for acute stroke management, subacute stroke management, chronic stroke management, and post-stroke rehabilitation. Clinicians who are working in the field of stroke care can adopt this guideline for their practice.

Characteristics of Four SPE Classes According to Onset Timing and Proton Acceleration Patterns

  • Kim, Roksoon;Cho, Kyungsuk;Lee, Jeongwoo;Bong, Suchan;Park, Youngdeuk
    • 천문학회보
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    • 제40권1호
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    • pp.63.3-64
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    • 2015
  • In our previous work (Kim et al., 2015), we suggested a new classification scheme, which categorizes the SPEs into four groups based on association with flare or CME inferred from onset timings as well as proton acceleration patterns using multienergy observations. In this study, we have tried to find whether there are any typical characteristics of associated events and acceleration sites in each group using 42 SPEs from 1997 to 2012. We find: (i) if the proton acceleration starts from a lower energy, a SPE has a higher chance to be a strong event (>5000pfu) even if the associated flare and CME are not so strong. The only difference between the SPEs associated with flare and CME is the location of the acceleration site. For the former, the sites are very low (~1Rs) and close to the western limb, while the latter has a relatively higher and wider acceleration sites. (ii) When the proton acceleration starts from the higher energy, a SPE tends to be a relatively weak event (<1000pfu), in spite of its associated CME is relatively stronger than previous group. (iii) The SPEs categorized by the simultaneous proton acceleration in whole energy range within 10 minutes, tend to show the weakest proton flux in spite of strong related eruptions. Their acceleration heights are very close to the locations of type II radio bursts. Based on those results, we suggest that the different characteristics of the four groups are mainly due to the different mechanisms governing the acceleration pattern and interval, and different condition such as the acceleration location.

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SPIRAL ARM MORPHOLOGY IN CLUSTER ENVIRONMENT

  • Choi, Isaac Yeoun-Gyu;Ann, Hong-Bae
    • 천문학회지
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    • 제44권5호
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    • pp.161-175
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    • 2011
  • We examine the dependence of the morphology of spiral galaxies on the environment using the KIAS Value Added Galaxy Catalog (VAGC) which is derived from the Sloan Digital Sky Survey (SDSS) DR7. Our goal is to understand whether the local environment or global conditions dominate in determining the morphology of spiral galaxies. For the analysis, we conduct a morphological classification of galaxies in 20 X-ray selected Abell clusters up to z~0.06, using SDSS color images and the X-ray data from the Northern ROSAT All-Sky (NORAS) catalog. We analyze the distribution of arm classes along the clustercentric radius as well as that of Hubble types. To segregate the effect of local environment from the global environment, we compare the morphological distribution of galaxies in two X-lay luminosity groups, the low-$L_x$ clusters ($L_x$ < $0.15{\times}10^{44}$erg/s) and high-$L_x$ clusters ($L_x$ > $1.8{\times}10^{44}$erg/s). We find that the morphology-clustercentric relation prevails in the cluster environment although there is a brake near the cluster virial radius. The grand design arms comprise about 40% of the cluster spiral galaxies with a weak morphology-clustercentric radius relation for the arm classes, in the sense that flocculent galaxies tend to increase outward, regardless of the X-ray luminosity. From the cumulative radial distribution of cluster galaxies, we found that the low-$L_x$ clusters are fully virialized while the high-$L_x$ clusters are not.

Sensitivity Enhancement of RF Plasma Etch Endpoint Detection With K-means Cluster Analysis

  • Lee, Honyoung;Jang, Haegyu;Lee, Hak-Seung;Chae, Heeyeop
    • 한국진공학회:학술대회논문집
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    • 한국진공학회 2015년도 제49회 하계 정기학술대회 초록집
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    • pp.142.2-142.2
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    • 2015
  • Plasma etch endpoint detection (EPD) of SiO2 and PR layer is demonstrated by plasma impedance monitoring in this work. Plasma etching process is the core process for making fine pattern devices in semiconductor fabrication, and the etching endpoint detection is one of the essential FDC (Fault Detection and Classification) for yield management and mass production. In general, Optical emission spectrocopy (OES) has been used to detect endpoint because OES can be a simple, non-invasive and real-time plasma monitoring tool. In OES, the trend of a few sensitive wavelengths is traced. However, in case of small-open area etch endpoint detection (ex. contact etch), it is at the boundary of the detection limit because of weak signal intensities of reaction reactants and products. Furthemore, the various materials covering the wafer such as photoresist (PR), dielectric materials, and metals make the analysis of OES signals complicated. In this study, full spectra of optical emission signals were collected and the data were analyzed by a data-mining approach, modified K-means cluster analysis. The K-means cluster analysis is modified suitably to analyze a thousand of wavelength variables from OES. This technique can improve the sensitivity of EPD for small area oxide layer etching processes: about 1.0 % oxide area. This technique is expected to be applied to various plasma monitoring applications including fault detections as well as EPD.

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Guinea Pig Maximization Test에 의한 옻나무 추출액(Rhus-II)의 접촉 알러지성 자극에 관한 연구 (The Observation of the Skin Contact Allergic Sensitization Test of Rhus-II with Guinea Pig Maximization Test)

  • 최창순;한동운
    • 한국식품위생안전성학회지
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    • 제20권1호
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    • pp.13-17
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    • 2005
  • The purpose of the present study was to investigate differences in the sensitizing potential of Rhus Veniciflua(Rhus-II), when tested by the guinea pig maximization test(GPMT) and Freund's complete adjuvant test(FCAT) with an identical, intradermal induction concentration. A new grading classification of the sensitization potential is proposed. The GPMT was conducted according to OECD guideline $\#406$, using a multiple-dose design and test results were analysed with logistic regression analysis. During the induction stage, we injected intradermally each three site 0.1 ml(l mg/animal) test material, 0.1 ml complete Freund's adjuvant and 0.lml the test agent emulsified in the adjuvant. 7 days later, we induced weak sensitization with $10\%$ sodium lauryl sulfate(SLS) and applide 1ml(l0mg/animal) test agent topically on the same site and made a tight occlusion. 14 days later we challenged with 1 ml(l 0mg/animal) of test material on the flank and observed ant 24 hours and 48 hours later. The results were also observed $0\%$ at 24 hours challenge. The results observed 48 hours after challenge were the identical. These data indicated that, although Rhus-II is a no contact allergen. It was reported that the skin sensitization by Rhus-II was not detected the skin sensitization in the guinea pig maximization test (GPMT). Consequently, it was confirmed that Rhus-II had no contact allergic sensitization in guinea pig maximization test.

개 유선종양의 병리학적 관찰 및 유선 혼합종양의 연골기원에 관한 면역조직화학적 연구 (Pathologic observations on the canine mammary gland tumors and immunohistochemical study on the origin of chondroid tissue in mammary gland mixed tumors)

  • 김용백;서일복;김재훈;박은정;김대용;한정희
    • 대한수의학회지
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    • 제37권4호
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    • pp.843-854
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    • 1997
  • Sixteen mammary gland tumors were collected from Seoul National University and Kangwon National University. The average age of the bitches with mammary gland tumor was 10 years. Total 17(60.7%) out of 28 tumor masses observed in 4th and 5th glands. Classification of these tumors according to Hampe and Misdorp were simple adenoma, complex adenoma, benign mixed tumor, papillary adenocarcinoma, solid adenocarcinoma and malignant mixed tumor. Immunohistochemical reaction of the intermediate filaments against normal canine mammary gland showed as followed; anti-cytokeratin 18 was strong and anti-cytokeratin 14 was moderate to the luminal epithelium. Anti-cytokeratin 14 and anti-pancytokeratin to the myoepithelium were showed strong, but anti-vimentin was weak in reactivity. Anti-vimentin to the interstitial cells was represented strong reactivity. The origin of cartilage in mixed tumor of canine mammary gland was studied immunohistochemically with antibodies against intermediate filament. In mammary gland mixed tumors, cartilage tumor tissues were surrounded with the irregularly demarcated three zones composed of adjacent star shaped cells in myxoid areas, proliferative spindle shaped cells and basal located proliferated cells. From basal proliferated cells to star shaped cells, the immunohistochemical reactivity of myoepithelium specific anti-pancytokeratin was decreased gradually and the reactivity of interstitial cell specific anti-vimentin was increased gradually. Based on these immunohistochemical staining patterns, we suggested that the origin of cartilagenous components in canine mammary gland mixed tumor is most likely to the proliferation and metaplsia of myoepithelium.

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