• Title/Summary/Keyword: one-vs-all method

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Preoperative Identification of Facial Nerve in Vestibular Schwannomas Surgery Using Diffusion Tensor Tractography

  • Choi, Kyung-Sik;Kim, Min-Su;Kwon, Hyeok-Gyu;Jang, Sung-Ho;Kim, Oh-Lyong
    • Journal of Korean Neurosurgical Society
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    • v.56 no.1
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    • pp.11-15
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    • 2014
  • Objective : Facial nerve palsy is a common complication of treatment for vestibular schwannoma (VS), so preserving facial nerve function is important. The preoperative visualization of the course of facial nerve in relation to VS could help prevent injury to the nerve during the surgery. In this study, we evaluate the accuracy of diffusion tensor tractography (DTT) for preoperative identification of facial nerve. Methods : We prospectively collected data from 11 patients with VS, who underwent preoperative DTT for facial nerve. Imaging results were correlated with intraoperative findings. Postoperative DTT was performed at postoperative 3 month. Facial nerve function was clinically evaluated according to the House-Brackmann (HB) facial nerve grading system. Results : Facial nerve courses on preoperative tractography were entirely correlated with intraoperative findings in all patients. Facial nerve was located on the anterior of the tumor surface in 5 cases, on anteroinferior in 3 cases, on anterosuperior in 2 cases, and on posteroinferior in 1 case. In postoperative facial nerve tractography, preservation of facial nerve was confirmed in all patients. No patient had severe facial paralysis at postoperative one year. Conclusion : This study shows that DTT for preoperative identification of facial nerve in VS surgery could be a very accurate and useful radiological method and could help to improve facial nerve preservation.

Experimental Investigation of the Effects of Learning Environment and The Nature of Educational Program on the Outcome of Creativity Training (온라인 창의성 교육에 있어 학습 환경과 교육 프로그램의 특성에 관한 실증연구)

  • 조남재;하주현
    • Journal of the Korean Operations Research and Management Science Society
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    • v.27 no.3
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    • pp.135-144
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    • 2002
  • The purpose of this study is to examine the effects of computer-based creativity training. Four groups of vocational high school students totaling 151 were used as experimental subjects. Two dimensions of treatment were designed. One treatment dimension is the use of computer medium in education: computer based vs. paper-pencil setting of education. The second treatment dimension is the method of creativity training: technique-oriented training program vs. factor-oriented training program. Both a pretest and a post-test were administered to all participated students. The tests were composed of a Creative Figural Test and a Creative Product Test. After the pretest 8 sessions of creative training were delivered as intended in the design of the experiment. The Dost-test was arranged a week after the completion of the training sessions. The results of the study include: First, all the 4 groups showed certain amount of improvements in their scores of Creative Figural Test, while no improvements was observed in the creative product test score. Second, the technique-oriented creativity training was more effective than the factor-oriented under the context of computer-based education, and the factor-oriented training was more effective in the paper-pencil setting. The results suggest that different pedagogical approaches should be employed for computer-based training as compared to the paper-pencil education.

Multiclass LS-SVM ensemble for large data

  • Hwang, Hyungtae
    • Journal of the Korean Data and Information Science Society
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    • v.26 no.6
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    • pp.1557-1563
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    • 2015
  • Multiclass classification is typically performed using the voting scheme method based on combining binary classifications. In this paper we propose multiclass classification method for large data, which can be regarded as the revised one-vs-all method. The multiclass classification is performed by using the hat matrix of least squares support vector machine (LS-SVM) ensemble, which is obtained by aggregating individual LS-SVM trained on each subset of whole large data. The cross validation function is defined to select the optimal values of hyperparameters which affect the performance of multiclass LS-SVM proposed. We obtain the generalized cross validation function to reduce computational burden of cross validation function. Experimental results are then presented which indicate the performance of the proposed method.

Endoscopic slide-in orbital wall reconstruction for isolated medial blowout fractures

  • Kim, Taewoon;Kim, Baek-Kyu
    • Archives of Craniofacial Surgery
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    • v.21 no.6
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    • pp.345-350
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    • 2020
  • Background: This study evaluated the efficacy of the endoscopic medial orbital wall repair by comparing it with the conventional transcaruncular method. This surgical approach differs from the established endoscopic technique in that we push the mesh inside the orbit rather than placing it over the defect. Methods: We retrospectively reviewed 40 patients with isolated medial orbital blowout fractures who underwent medial orbital wall reconstruction. Twenty-six patients underwent endoscopic repair, and 14 patients underwent external repair. All patients had preoperative computed tomography scans taken to determine the defect size. Pre- and postoperative exophthalmometry, operation time, the existence of diplopia, and pain were evaluated and compared between the two methods. We present a case showing our procedure. Results: The operation time was significantly shorter in the endoscopic group (44.7 minutes vs. 73.9 minutes, p= 0.035). The preoperative defect size, enophthalmos correction rate, and pain did not significantly differ between the two groups. All patients with preoperative diplopia, eyeball movement limitation, or enophthalmos had their symptoms resolved, except for one patient who had preexisting strabismus. Conclusion: This study demonstrates that endoscopic medial orbital wall repair is not inferior to the transcaruncular method. The endoscopic approach seems to reduce the operation time, probably because the dissection process is shorter, and no wound repair is needed. Compared to the previous endoscopic method, our method is not complicated, and is more physiological. Larger scale studies should be performed for validation.

Diagnosis of Subclavian Steal: Contrast Enhanced 3D MR Angiography vs 2D TOF

  • 이호규;김건언;최중곤;서대철
    • Proceedings of the KSMRM Conference
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    • 2001.11a
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    • pp.136-136
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    • 2001
  • Purpose: Subclavian steal refers to the retrograde flow of blood in a vertebral artery that supplies t ipsilateral shoulder and arm caused by proximal subclavian artery stenosis or occlusion. T purpose of this exhibit is to demonstrate MR findings of subclavian steal on contrast-enhanc 3D (CE 3DMRA) and 2D TOF MR angiography. Method: Four patients(men 3 and women 1, age: 28-78years) with subclavian steal obtained both CE 3DMRA and digital subtraction angiography(DSA) including subclavian arterie Sequential imaging was undertaken during first pass after double dose of Gd-DTPA (0 mM/kg) Injected by a power injector. Coronal source images were obtained with coronal D-fast low angle shot sequence(TR/TE/flip angle=3.8/l.3/35, acquisition time= 10sec/one measurement). Precontrast imaging was subtracted from enhanced images and maximu intensity projection was done. 2D time-of-flight MR angiography(2D TOF) of the carot bifurcation was added in all cases with post-saturation. All studies were review retrospectively.

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SOM-based Combination Method of OVA SVMs for Effective Fingerprint Classification (효과적인 지문분류를 위한 SOM기반 OVA SVM의 결합 기법)

  • Hong Jin-Hyuk;Min Jun-Ki;Cho Sung-Bae
    • Proceedings of the Korean Information Science Society Conference
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    • 2005.07b
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    • pp.622-624
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    • 2005
  • 대규모 지문인식 시스템에서 비교해야할 지문의 수를 줄이기 위해서 지문분류는 필수적인 과정이다. 최근 이진분류기인 지지 벡터 기계(Support Vector Machine: SVM)를 이용한 지문분류 기법이 많이 연구되고 있다. 본 논문에서는 다중부류 지문분류에 적합하도록 자기 구성 지도(Self-Organizing Map:SOM)를 이용하여 OVA(One-Vs-All) SVM들을 결합하는 지문분류 기법을 제안한다. SOM을 이용하여 OVA SVM들을 동적으로 결합하기 위한 결합 지도를 생성하여 지문분류 성능을 높인다. 지문분류에 있어 대표적인 NIST-4 지문 데이터베이스를 대상으로 Jain이 구축한 FingerCode 데이터베이스에 제안하는 방법을 적용하여 $1.8\%$의 거부율에서 $90.5\%$의 분류율을 획득하였으며, 기존의 결합 방법인 승자독식(Winner-takes-all)과 다수결 투표(Majority vote)보다 높은 성능을 확인하였다.

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Determination of shear wave velocity profiles in soil deposit from seismic piezo-cone penetration test (탄성파 피에조콘 관입 시험을 통한 국내 퇴적 지반의 전단파 속도 결정)

  • Sun Chung Guk;Jung Gyungja;Jung Jong Hong;Kim Hong-Jong;Cho Sung-Min
    • 한국지구물리탐사학회:학술대회논문집
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    • 2005.09a
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    • pp.125-153
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    • 2005
  • It has been widely known that the seismic piezo-cone penetration test (SCPTU) is one of the most useful techniques for investigating the geotechnical characteristics including dynamic soil properties. As the practical applications in Korea, SCPTU was carried out at two sites in Busan and four sites in Incheon, which are mainly composed of alluvial or marine soil deposits. From the SCPTU waveform data obtained from the testing sites, the first arrival times of shear waves were and the corresponding time differences with depth were determined using the cross-over method, and the shear wave velocity profiles (VS) were derived based on the refracted ray path method based on Snell's law and similar to the trend of cone tip resistance (qt) profiles. In Incheon area, the testing depths of SCPTU were deeper than those of conventional down-hole seismic tests. Moreover, for the application of the conventional CPTU to earthquake engineering practices, the correlations between VS and CPTU data were deduced based on the SCPTU results. For the empirical evaluation of VS for all soils together with clays and sands which are classified unambiguously in this study by the soil behavior type classification Index (IC), the authors suggested the VS-CPTU data correlations expressed as a function of four parameters, qt, fs, $\sigma$, v0 and Bq, determined by multiple statistical regression modeling. Despite the incompatible strain levels of the down-hole seismic test during SCPTU and the conventional CPTU, it is shown that the VS-CPTU data correlations for all soils clays and sands suggested in this study is applicable to the preliminary estimation of VS for the Korean deposits and is more reliable than the previous correlations proposed by other researchers.

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Effect of a Breastfeeding Management Program on Breastfeeding Duration (모유수유관리 프로그램이 모유수유지속에 미치는 효과)

  • Choi, Yang-Ja;Kim, Mi-Ok
    • Women's Health Nursing
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    • v.13 no.4
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    • pp.245-253
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    • 2007
  • Purpose: The purpose of this study was to measure the effects of a breastfeeding management program for promotion of breastfeeding. Method: The study design was a non-equivalent control group pre-post test. The study subjects were pregnant women receiving a breastfeeding education class in one hospital in Ilsan. The total number of study subjects was 153 pregnant women, namely 75 mothers in the experimental group and 78 in the control group. Data was collected between June and November, 2006. A breastfeeding management program was provided to the experimental group while admitted for delivery, and in weeks 2, 4, 8, 12, 16, 20, and 24 of the postpartum period. The rates of breastfeeding were measured in weeks 2, 4, 8, 12, 16, 20, and 24 of the postpartum period. Result: There were significant differences in the scores of rate of breastfeeding between the two groups(all cases), which were 93.1 in the experimental group and 85.8 in the control group at week 4; 88.1 vs 71.8 at week 8; 83.4 vs 56.7 at week 12; 71.4 vs 53.9 at week 16; and 65.7 vs 48.4 at week 20 respectively. However, there were not significant differences in the scores of rate of breast-feeding between the two groups, which were 97.7 in the experimental group and 96.0 in the control group in the early postpartum period at week 2, and 59.6 vs 45.3 at week 24. Add to this, the study analyzed only people who had jobs. As a result, the scores of rate of breastfeeding were 94.8 in the experimental group which were significantly higher than 88.5 in the control group at week 4; 93.2 vs 73.3 at week 8; 89.6 vs 57.2 at week 12; and 75.0 vs 46.0 at week 20 respectively. However, there were not significant differences at week 2, week 16 and week 24. Conclusion: The results of this study suggest that a breastfeeding management program during the last trimester of the perinatal period and postpartum period may increase the duration of breastfeeding in postpartum clients who intend to breastfeed. This study supports the literature which found that prenatal education and postpartum support are important to the outcome of breastfeeding.

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Effect of Coating Methods on the Properties of Poly(lactide)-coated Paperboard: Solution Coating vs. Thermo-compression Coating

  • Rhim, Jong-Whan
    • Food Science and Biotechnology
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    • v.18 no.5
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    • pp.1155-1160
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    • 2009
  • Poly(lactide) (PLA)-coated paperboards were prepared by solution coating and thermo-compression coating methods and their effect of coating on the packaging properties such as tensile, water resistance, water vapor barrier, and heat sealing properties was tested. Compared with uncoated control paperboard, tensile strength (TS) of PLA-coated paperboard increased profoundly (2.2-2.6 folds) with slight increase in elongation at break (E). Water absorptiveness (WA) of the paperboard decreased 74-170 folds and water vapor permeability (WVP) decreased 6.3-22.1 folds by coating with PLA, which indicates an increase in the hydrophobicity of the surface of paperboard. Compared with polyethylene (PE)-coated paperboard, both PLA-coated paperboard exhibited 2.3 time higher heat sealing strength. In addition, the PLA-coated paperboards showed equal or higher wet TS than PE-coated paperboard. All the test results showed that the paperboard coated by the thermo-compression coating method was similar to or better than those of coated by the solution coating method.

A Study on the Cardiopulmonary Resuscitation Methods in Ambulance (구급차 내에서의 심폐소생술 방법에 관한 연구)

  • Shin, So-Yeon;Kim, Jee-Hee;Kim, Gyoung-Yong;Kang, Shin-Woo;Bang, Sung-Hwan;Yun, Jong-Geun;Roh, Sang-Gyun
    • Fire Science and Engineering
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    • v.28 no.4
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    • pp.104-111
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    • 2014
  • The purpose of this study is to investigate the CPR within ambulance. The Subjects were 890 emergency medical technicians in fire department in Gyeonggido. After continuing education program, the emergency medical technicians completed the questionnaires from January to February, 2012. Questionnaire consisted of demographic characteristics, method of chest compression (one handed or two handed), chest compression - ventilation ratio, and hands only CPR. Data were analyzed by frequency analysis and Chi-square test, t-test. One-way analysis of variance (ANOVA) was followed by Scheffe post-hoc test to analyze changes in all parameters between all groups. One handed chest compression accounted for 14.0% and two handed chest compression accounted for 86.0%. Hands only CPR accounted for 71.7% and standard CPR (30:2) accounted for 28.3%. In order to perform the high quality CPR, as least three persons must be dispatched in the ambulance. The flexible management of manpower may improve the survival from the cardiac arrest. A systemic approach for educating and training EMT's in CPR is needed.