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변이형 오토인코더와 어텐션 메커니즘을 결합한 차트기반 주가 예측 (Chart-based Stock Price Prediction by Combing Variation Autoencoder and Attention Mechanisms)

  • 배상현;최병구
    • 경영정보학연구
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    • 제23권1호
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    • pp.23-43
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    • 2021
  • 최근 인공지능 기법을 활용하여 캔들스틱 차트를 분석함으로써 주식가격 예측의 정확성을 높이고자 하는 다양한 연구가 진행되어 왔다. 그러나 이러한 연구들은 주식가격 예측을 위한 학습에 있어 캔들스틱 차트의 시계열적 특성을 고려하지 못한다는 점과 시장 참여자들의 감정 상태를 고려하지 못한다는 점 등이 문제로 지적되고 있다. 본 연구에서는 시장 참여자들의 감정상태를 반영하기 위해 변동성지수(VIX: volatility index) 차트를 캔들스틱 차트와 함께 고려하여 학습시키고 이를 변이형 오토인코더(VAE: variational auto encoder)와 어텐션 메커니즘(attention mechanisms)을 결합한 새로운 방법으로 분석하여 캔들스틱 차트의 시계열적 특성을 고려함으로써 기존 연구의 한계를 극복하고자 한다. 본 연구에서 제안한 방법의 성능 비교를 위해 S&P 500 기업 가운데 50개를 임의로 추출하여 제안한 방법을 통해 이들의 주식가격을 예측하고 이를 합성곱 신경망(CNN: convolutional neural network) 또는 장단기메모리(LSTM: long-short term memory) 등과 같은 기존 방법들과 비교하였다. 비교 결과 기존 방법들에 비해 본 연구에서 제안한 방법이 더 우수한 성능을 보이는 것으로 나타났다. 본 연구는 시장 참여자들의 감정 상태와 캔들스틱 차트의 시계열적 특성을 고려함으로써 주식 가격 예측의 정확성을 높였다는 점에서 그 의의가 있다.

Platybasia in 22q11.2 Deletion Syndrome Is Not Correlated with Speech Resonance

  • Spruijt, Nicole E.;Kon, Moshe;Molen, Aebele B. Mink Van Der
    • Archives of Plastic Surgery
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    • 제41권4호
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    • pp.344-349
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    • 2014
  • Background An abnormally obtuse cranial base angle, also known as platybasia, is a common finding in patients with 22q11.2 deletion syndrome (22q11DS). Platybasia increases the depth of the velopharynx and is therefore postulated to contribute to velopharyngeal dysfunction. Our objective was to determine the clinical significance of platybasia in 22q11DS by exploring the relationship between cranial base angles and speech resonance. Methods In this retrospective chart review at a tertiary hospital, 24 children (age, 4.0-13.1 years) with 22q11.2DS underwent speech assessments and lateral cephalograms, which allowed for the measurement of the cranial base angles. Results One patient (4%) had hyponasal resonance, 8 (33%) had normal resonance, 10 (42%) had hypernasal resonance on vowels only, and 5 (21%) had hypernasal resonance on both vowels and consonants. The mean cranial base angle was $136.5^{\circ}$ (standard deviation, $5.3^{\circ}$; range, $122.3-144.8^{\circ}$). The Kruskal-Wallis test showed no significant relationship between the resonance ratings and cranial base angles (P=0.242). Cranial base angles and speech ratings were not correlated (Spearman correlation=0.321, P=0.126). The group with hypernasal resonance had a significantly more obtuse mean cranial base angle ($138^{\circ}$ vs. $134^{\circ}$, P=0.049) but did not have a greater prevalence of platybasia (73% vs. 56%, P=0.412). Conclusions In this retrospective chart review of patients with 22q11DS, cranial base angles were not correlated with speech resonance. The clinical significance of platybasia remains unknown.

폐경 후 비만 여성의 체중감량을 위한 가미태음조위탕의 임상적 활용: 후향적 차트 리뷰 (Gamitaeeumjowee-tang for Weight Loss in Post-Menopausal Obese Women: A Retrospective Chart Review)

  • 이윤진;강정인;김윤하;민은채;임영우;김은주
    • 대한한의학회지
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    • 제45권1호
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    • pp.65-79
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    • 2024
  • Objectives: The purpose of this study is to evaluate weight change and analyze adverse events in post-menopausal obese women with Gamitaeeumjowee-tang for weight loss. Methods: A retrospective chart review was conducted for medical records of 115 post-menopausal obese women (body mass index, BMI≥25 kg/m2) who were administered with Gamitaeeumjowee-tang for 12 weeks for the purpose of weight loss. Weight, skeletal muscle ratio and BMI changes were compared before and after the program. Adverse events were evaluated by causality, severity and system-organ classes. Results: A total of 115 patients were included in this study. The average total weight loss in post-menopausal women was 5.72±2.04kg(p<0.001) and the average weight loss rate was 8.06±2.70%(p<0.001). After the 12-week program, the body fat rate was significantly decreased(3.76±2.20%)(p<0.001) and the skeletal muscle ratio was significantly increased(2.07±1.24%)(p<0.001). There were no significant differences in weight loss, skeletal muscle ratio change and body fat rate change depending on the number of hospital visits. Insomnia was frequently reported throughout the period, and no serious adverse events were reported. Conclusions: This study showed the potential that weight management treatment with Gamitaeeumjowee-tang could be a good way to lose weight of post-menopausal obese women without serious adverse events. Continuous well designed clinical studies are needed.

가미태음조위탕 2주 복용이 과체중 또는 비만 환자의 혈압, 맥박수 및 체중에 미치는 영향: 후향적 차트리뷰 (The Effect of Taking Gamitaeeumjowee-tang for 2 Weeks on Blood Pressure, Pulse Rate and Body Weight in Overweight or Obese Patients: A Retrospective Chart Review)

  • 박소영;박민정;김은주;김은서;임영우
    • 한방비만학회지
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    • 제24권1호
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    • pp.68-75
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    • 2024
  • Objectives: This study was aimed to evaluate changes in blood pressure, pulse rate and body weight of overweight or obese patients after two weeks of taking Gamitaeeumjowee-tang. Methods: A retrospective chart review was conducted for patients with auscultatory blood pressure records who visited the clinic after two weeks from the first visit between July 8, 2019 and August 30, 2019. Results: A total of seventy-two patients were included. There were significant differences in systolic blood pressure (121.69±14.3 mmHg to 117.37±12.3 mmHg, P=0.002) and pulse rate (78.56±9.3 bpm to 82.99±9.0 bpm, P<0.001). There was no significant difference in diastolic blood pressure. There were significant differences in body weight (76.28±13.5 kg to 73.41±13.1 kg, P<0.001) and body mass index (28.82±4.4 kg/m2 to 27.75±4.3 kg/m2, P<0.001). Conclusions: In this study, blood pressure tended to decrease and pulse rate slightly increased after two weeks of taking Gamitaeeumjowee-tang. It is necessary to notice the possibility of pulse rate increase and the plan of action when using Gamitaeeumjowee-tang. Additional well-designed investigations are needed.

Development of KD-Propeller Series Using a New Blade Section

  • Lee, Jin-Tae;Kim, Moon-Chan;Ahn, Jong-Woo;Kim, Ho-Chung
    • Selected Papers of The Society of Naval Architects of Korea
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    • 제1권1호
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    • pp.76-90
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    • 1993
  • A new propeller series is developed using the newly developed blade section (KH 18 section) which has better cavitation characteristics and higher lift-drag ratio at wade angle-of-attack range than a conventional section. The radial patch distribution of the new series propellers is variable stance they were designed adaptively to a typical wake distribution. Basic geometric particulars of the series propellers. such as chord length, thickness, skew and rake distributions, are determined on the basis of recent full scale propeller geometric data. The series is developed for propellers having 4 blades, and blade area ratios of 0.3, 0.45, 0.6 and 0.75. Mean pitch ratios are varied as 0.5, 0.6, 0.7, 0.95 and 1.1 for each blade area ratio. The new propeller series consists of 20 propellers and is named as the KD(KRISO-DAEWOO)-propeller series. Propeller open-water tests are performed at the towing tank, and cavitation observation tests and fluctuating pressure tests are carried out at the cavitation tunnel of KRISO. $B_{p}-\delta$ curves, which can be used to select the optimum propeller diameter at the preliminary design stage, are derived from a regression analysis of the propeller open-water test results. The KD-cavitation chart is derived from the cavitation observation test results by choosing the local maximum lift coefficient and the local cavitation number as parameters. The cavity extent predicted by the KD-cavitation chart would be more accurate compared to that by an existing cavitation charts, such as the Burrll's cavitation chart, since the former is derived from the cavitation observation test results in a typical ship's wake, while the lather is derived from the test results in a uniform flow.

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조도를 고려한 R-22용 모세관 선정 선도 (A New Set of Capillary Tube Selection Charts for R-22 in Consideration of the Roughness Effect)

  • 김창년;황의필;박영무
    • 설비공학논문집
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    • 제7권4호
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    • pp.681-693
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    • 1995
  • A new set of capillary tube selection charts for R-22 is proposed. The set of charts takes into account of the roughness effect on the mass flow rate. For this purpose, a set of numerical model is developed and a series of experiments is conducted to verify the numerical model. A numerical model is used to calculated the mass flow rate for several sets of tube diameter, length, inlet pressures and degree of subcooling. The outlet of the tube is controlled to be at critical condition. The experimental flow rate is compared with calculated values. The calculated values are consistently less than the experimental ones except for the flow rate range below 40kg/hr. The deviation is within 10---. Based on the nunmerical model and results of experiments, the set of capillary tube selection charts for R-22 is constructed. The set of charts consists of standard capillary tube chart(L=2030mm, d=1.63mm, ${\varepsilon}=2.5{\mu}m$), non -standard flow factor(${\phi}_1$) chart, and non-standard roughness factor(${\phi}_2$) chart. The mass flow rate, flow factor, and the roughness factor are defined respectively as; $\dot{m}={\phi}_1{\phi}_2\dot{m}_{standard}\\{\phi}_1=\frac{\dot{m}(L,\;d,\;\varepsilon_{standard})}{\dot{m}_{standard}(L_{standard},\;d_{standard},\;{\varepsilon}_{standard})}\\{\phi}_2=\frac{\dot{m}(L_{standard},\;d_{standard},\;{\varepsilon})}{\dot{m}_{standard}(L_{standard},\;d_{standard},\;{\varepsilon}_{standard})}$.

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합성의약품으로 호전되지 않은 소화기 증상 환자(KCD K-코드)에 대한 반하사심탕 제제 병용의 효과 : 후향적 차트 분석 (Effectiveness of Additional Administration of a Banha-sasim-tang Formulation to Patients with Gastrointestinal Symptoms (KCD K-code) Not Improved by Western Medicines: A Retrospective Chart Review)

  • 김철현;김광호;이영웅;강선이;강건희
    • 대한한방내과학회지
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    • 제42권6호
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    • pp.1349-1355
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    • 2021
  • Objectives: The aim of this study was to evaluate the effectiveness of additional administration of Banha-sasim-tang formulation to patients with gastrointestinal symptoms that did not improve with Western medicines. Methods: The patients who met the inclusion and exclusion criteria were analyzed retrospectively. A paired t-test was performed on the Nepean Dyspepsia Index-Korean version (NDI-K) scores before and after administering the Banha-sasim-tang formulation. Results: A total of 27 subjects were included. The mean duration of taking the Banha-sasim-tang formulation was 15.6±3.1 days. The most commonly used Western medicine before taking the Banha-sasim-tang formulation was rebamipide. The means of the NDI-K score were 57.4±21.8 before administering Banha-sasim-tang formulation and 34.9±16.5 after administration, and the difference was statistically significant (p<0.0001). No serious side effects were encountered while taking the Banha-sasim-tang formulation. Conclusions: For patients whose gastrointestinal symptoms do not improve with Western medicines, additional administration of Banha-sasim-tang formulation may be an option. However, as this study is a retrospective chart review, prospective, large-scale, double-blind studies are needed in the future.

사질토를 지나 풍화암에 소켓된 매입 PHC말뚝에서 지반의 허용압축지지력 산정도표 및 산정공식 개발에 관한 연구(VI) - 지반의 허용압축지지력 산정용 표해 또는 도해 - (A Study(VI) on the Development of Charts and Equations Predicting Bearing Capacity for Prebored PHC Piles Socketed into Weathered Rock through Sandy Soil Layers - Axial Compressive Bearing Capacity Prediction Table Solution or Chart Solution -)

  • 남문석;권오균;박민철;이창욱;최용규
    • 한국지반공학회논문집
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    • 제35권11호
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    • pp.75-95
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    • 2019
  • 본 연구에서는 사질토층을 지나 풍화암에 소켓된 매입 PHC말뚝에 대한 수치해석 결과를 분석하여 정리한 도표 또는 도해로부터 매입 PHC말뚝의 동원지지력을 구하는 방법을 제안하였다. 즉, 수치해석 결과인 하중-침하량 곡선에서 5% 직경에 해당하는 침하량에서 발현된 사질토층의 동원주면마찰력, 풍화암층의 동원주면마찰력과 동원선단지지력을 산정할 수 있는 표해 또는 도해를 제안하였다. 이때 허용압축지지력은 동원 지지력에 안전율 3.0을 적용하여 산정하였다. 사질토층을 지나 풍화암에 소켓된 매입 PHC말뚝의 허용압축지지력은 사질토층의 허용주면마찰력과 풍화암층의 허용주면마찰력 및 허용선단지지력을 합산하여 산정하는 것으로 제안하였고, 각 허용압축지지력 성분을 구할 수 있는 절차도 제시되어 있다. 본 연구에서 제안된 동원지지력 산정용 표해(또는 도해)를 사용할 경우, 적정 설계에서 PHC말뚝의 설계효율(DE)은 85%로 나타났으며, 따라서 최적 설계에서는 PHC말뚝의 장기허용압축하중(Pall) 까지도 활용할 수 있는 것으로 나타났다. 그리고 PHC말뚝의 우수한 압축하중 지지 성능을 효과적으로 활용하기 위하여 지반의 허용압축지지력(Qall)이 말뚝의 허용압축하중(Pall) 이상이 될 수 있도록 설계할 것을 권장하였다.

연약한 실트지반과 오염된 실트지반의 안정관리 방법에 관한 연구 (A Study on the Stability Control Method of Soft and Polluted Silt Soils)

  • 안종필;박상범
    • 한국지반공학회논문집
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    • 제24권6호
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    • pp.5-16
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    • 2008
  • 오염지반에 편재하중이 작용하는 경우에 있어서 지반의 소성화로 인한 측방유동에 대한 안정관리방법을 규명하기 위하여 기존의 이론적인 배경을 고찰하고, 모형실험을 통하여 실측한 결과를 상호 비교 분석하였다. ML과 $ML_{p1},\;ML_{p2}$ 모두 하중(q)-침하량$(S_v)$ 곡선에서 얻어진 극한지지력은 부영(富永) 교본(橋本) 의 변위량$(S_v-Y_m)$에 대한 관리도, 송미(松尾) 천촌(川村)의 $\{S_v-(Y_m/S_v)\}$의 관리도, 자전(紫田) 관구(關口)의 $(q/Y_m)-q$의 관리도에서 얻어진 극한지지력과 상당히 유사하게 나타나고 있어 실제 적용시 무리가 없을 것으로 사료된다. $ML_{p1}$의 송미(松尾) 천촌(川村)의 $\{S_v-(Y_m/S_v)\}$ 관리도에서 얻어진 극한하중은 하중-침하량 곡선$(q-S_v)$에서 얻어진 극한하중 값보다 작은 값을 보이고 있다. 송미(松尾) 천촌(川村)의 안정관리도의 파괴기준선에 대한 ML의 산정식 ${S_v=3.21exp}\{-0.48(Y_m/S_v)\}$이며, $ML_{p1}$의 산정식 ${S_v=3.173exp}\{-0.45(Y_m/S_v)\}$, $ML_{p2}$의 산정식 ${S_v=6.33exp}\{-0.45(Y_m/S_v)\}$으로 결정할 수 있다.

간호 조직구조와 간호결과의 관계 (Relationship Between Nursing Organizational Structure and Nursing Outcome)

  • 이은주
    • 간호행정학회지
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    • 제10권1호
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    • pp.37-48
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    • 2004
  • Purpose: This study was investigated to identify the relationship among hospital nursing organizational structure(decentralization, communication, bed/nurse ratio), process(nurses' job satisfaction, nurses' clinical experiences, nurses' unit experiences), and nursing outcome(patient satisfaction, physiologic adaptation, length of stay, number of complication). Method: The subjects consisted of 86 hysterectomy patients and 23 nurses in gynecology unit. Data were collected from May 16, 2002 to August 15. 2003 by the structured questionnaires and chart review. Data analysis was done with ANOVA, Pearson's correlation coefficient, path analysis. Result: Relationship between organizational structure and process ; Bed/nurse ratio was negatively related to nurses' job satisfaction(r=- .37, p<.05), and nurses' clinical experience(r=- .69, p<.00). Decentralization(r=.42, p<.05) and comunication(r=.61, p<.00) were positively related to nurses' clinical experiences. Relationship between process and nursing outcome ; There was a significant relationship between nurses' unit experiences and patient satisfaction(r=.63, p<.00), nurses' job satisfaction and physiologic adaptation(r= .44, p<.05), nurses' unit experiences and physiologic adaptation(r=.64, p<.00), Relationship between organizational structure and nursing outcome ; Decentralization and communication were positively related to patient satisfaction(r=.86, p<.00 ; r=.88, p<.00) and physiologic adaptation(r=,51, p<.01, r=.64, p<.00). Conclusion: Nurses' unit experience, communication, decentralization were significant variables for patient satisfaction. Nurses' unit experience, nurses' job satisfaction, communication were significant variables for patient physiologic adaptation.

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