• 제목/요약/키워드: Matching Score

검색결과 326건 처리시간 0.031초

동영상에서 추출한 키포인트 정보의 동적 시간워핑(DTW)을 이용한 인체 동작 유사도의 정량화 기법 (A Quantification Method of Human Body Motion Similarity using Dynamic Time Warping for Keypoints Extracted from Video Streams)

  • 임준석;김진헌
    • 전기전자학회논문지
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    • 제24권4호
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    • pp.1109-1116
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    • 2020
  • 사람이 따라 하는 능력을 평가하는 스코어는 아동의 발달 단계 혹은 골프, 무용 동작 등을 점검하는 좋은 수단이 될 수 있다. 또한, 이는 AR, VR 응용에서 HCI로도 활용될 수 있다. 본 논문에서는 동작을 주도해서 수행하는 시범자와 그 동작을 따라 하는 참여자 간의 동작 유사도를 평가하는 방안을 제시하고, 여기서 우리는 Openpose의 키포인트 벡터 유사도의 유클리디안 L2 거리를 활용하는 동작 유사도를 제안한다. 제안된 기법은 DTW를 사용하기 때문에 시간 지연차가 있는 동작에 유연하게 대처할 수 있다.

Positive Factors for Return to Work After Accidents: Health Awareness, Consultation with Doctors, and Personal Characteristics of Workers

  • Kang, Dongsuk
    • Safety and Health at Work
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    • 제13권1호
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    • pp.32-39
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    • 2022
  • Background: Industrial accidents can determine the overall level and quality of the work environment in industries and companies that contribute to national economic development. Korea has transformed the country from an international aid recipient to a donor country, but it has ranked first among the Organisation for Economic Co-operation and Development member countries in the number of fatal industrial accidents. Little has been known about the policy effects in terms of the workers' insurance for their industrial accidents and rehabilitation. This study raises two research questions about the influence of workers' personal characteristics and vocational rehabilitation services on their return to workplaces. Methods: The study implements weighted logistic regression analysis using propensity score matching. This research utilizes the relevant dataset (3,924 persons) of Korea's industrial accident and insurance. Results: The findings show that the level of workers' awareness of health recovery and their counseling for rehabilitation by physicians had positive effects on their return to work. Environmental factors such as workers' job stability at the time of industrial accidents and the temporal effects of industrial accidents (e.g., the level of disability, their age) had negative impacts on their return to work. Conclusions: These findings have policy implications that the concentration of rehabilitation services for patients who have been mildly affected by industrial accidents would be effective in the short and medium term. The findings also highlight the necessity of ongoing policies about workers' vocational recovery with concrete evidence about policy impacts.

인플루언서를 위한 딥러닝 기반의 제품 추천모델 개발 (Deep Learning-based Product Recommendation Model for Influencer Marketing)

  • 송희석;김재경
    • Journal of Information Technology Applications and Management
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    • 제29권3호
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    • pp.43-55
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    • 2022
  • In this study, with the goal of developing a deep learning-based product recommendation model for effective matching of influencers and products, a deep learning model with a collaborative filtering model combined with generalized matrix decomposition(GMF), a collaborative filtering model based on multi-layer perceptron (MLP), and neural collaborative filtering and generalized matrix Factorization (NeuMF), a hybrid model combining GMP and MLP was developed and tested. In particular, we utilize one-class problem free boosting (OCF-B) method to solve the one-class problem that occurs when training is performed only on positive cases using implicit feedback in the deep learning-based collaborative filtering recommendation model. In relation to model selection based on overall experimental results, the MLP model showed highest performance with weighted average precision, weighted average recall, and f1 score were 0.85 in the model (n=3,000, term=15). This study is meaningful in practice as it attempted to commercialize a deep learning-based recommendation system where influencer's promotion data is being accumulated, pactical personalized recommendation service is not yet commercially applied yet.

제1형 당뇨병을 동반한 조현병 환자의 총 의료비용 및 입원 위험 (A Study of Total Medical Cost and Hospitalization Risk of Patients with Schizophrenia and Type 1 Diabetes Mellitus)

  • 이상욱;김유석
    • 대한조현병학회지
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    • 제22권1호
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    • pp.8-13
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    • 2019
  • Objectives: The aim of this study was to explore the prevalence of type 1 diabetes in patients with schizophrenia and their total medical costs and risk of hospitalization. Methods: This study used Health Insurance Review and Assessment Service data in Korea. To examine total medical costs and risk of hospitalization, we selected 1,510 subjects with schizophrenia (half with and half without type 1 diabetes) that were 1:1 matched via propensity score matching. In health care system perspective, total medical costs included out-of-pocket and insurer's costs. Logistic regression models were used to examine the risk of hospitalization. Results: The prevalence of type 1 diabetes in patients with schizophrenia was 3.87 per 1,000 person year. Among patients with schizophrenia, the amount of total average medical costs and hospitalization costs in patients with type 1 diabetes was 1.49 and 1.59 times higher than those in patients without it, respectively. The odds of hospitalization were higher among patients with type 1 diabetes compared with those without it (odds ratio, OR=1.97 ; 95% CI 1.60-2.43). Conclusion: This study showed that medical costs and risk of hospitalization were higher in schizophrenia patients with type 1 diabetes. Therefore, these individuals may require specific care programs.

Identification of Contaminant Injection in Water Distribution Network

  • Marlim, Malvin Samuel;Kang, Doosun
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2020년도 학술발표회
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    • pp.114-114
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    • 2020
  • Water contamination in a water distribution network (WDN) is harmful since it directly induces the consumer's health problem and suspends water service in a wide area. Actions need to be taken rapidly to countermeasure a contamination event. A contaminant source ident ification (CSI) is an important initial step to mitigate the harmful event. Here, a CSI approach focused on determining the contaminant intrusion possible location and time (PLoT) is introduced. One of the methods to discover the PLoT is an inverse calculation to connect all the paths leading to the report specification of a sensor. A filtering procedure is then applied to narrow down the PLoT using the results from individual sensors. First, we spatially reduce the suspect intrusion points by locating the highly suspicious nodes that have similar intrusion time. Then, we narrow the possible intrusion time by matching the suspicious intrusion time to the reported information. Finally, a likelihood-score is estimated for each suspect. Another important aspect that needs to be considered in CSI is that there are inherent uncertainties, such as the variations in user demand and inaccuracy of sensor data. The uncertainties can lead to overlooking the real intrusion point and time. To reflect the uncertainties in the CSI process, the Monte-Carlo Simulation (MCS) is conducted to explore the ranges of PLoT. By analyzing all the accumulated scores through the random sets, a spread of contaminant intrusion PLoT can then be identified in the network.

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A Dynamic Locality Sensitive Hashing Algorithm for Efficient Security Applications

  • Mohammad Y. Khanafseh;Ola M. Surakhi
    • International Journal of Computer Science & Network Security
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    • 제24권5호
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    • pp.79-88
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    • 2024
  • The information retrieval domain deals with the retrieval of unstructured data such as text documents. Searching documents is a main component of the modern information retrieval system. Locality Sensitive Hashing (LSH) is one of the most popular methods used in searching for documents in a high-dimensional space. The main benefit of LSH is its theoretical guarantee of query accuracy in a multi-dimensional space. More enhancement can be achieved to LSH by adding a bit to its steps. In this paper, a new Dynamic Locality Sensitive Hashing (DLSH) algorithm is proposed as an improved version of the LSH algorithm, which relies on employing the hierarchal selection of LSH parameters (number of bands, number of shingles, and number of permutation lists) based on the similarity achieved by the algorithm to optimize searching accuracy and increasing its score. Using several tampered file structures, the technique was applied, and the performance is evaluated. In some circumstances, the accuracy of matching with DLSH exceeds 95% with the optimal parameter value selected for the number of bands, the number of shingles, and the number of permutations lists of the DLSH algorithm. The result makes DLSH algorithm suitable to be applied in many critical applications that depend on accurate searching such as forensics technology.

척추질환자의 요통사정을 위한 통증행위 관찰법의 신뢰도 및 타당도 검정 (Reliability and Validity of the Behavioral Observation Method for Assessing Low Back Pain in Patients with Spinal Diseases)

  • 윤호순;이은옥
    • 근관절건강학회지
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    • 제1권1호
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    • pp.97-115
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    • 1994
  • The purpose of this study was to examine the reliability and validity of the observed behaviors of subjects who suffered from low back pain with spinal diseases, Thirty two low back pain patients admitted on the neurosurgical unit in an army hospital were compared with 30 normal controls belonged to an army unit, by means of matching the age, hight and weight. Observed pain behaviors were developed by the researcher on the bases of literature and patient observation. This tool consists of 18 behaviors seperated into two major groups : mutually exclusive and concomittent behaviors. The mutually exclusive behaviors included coding cathegories for 6. body motions assumed by the subjects during the observation session. These 6 standardized motions consisted of sitting from standing first, and serially tying down, reclining, sitting again, and then standing, 6 steps walking. Concomittent behaviors consisted of 12 observable patterns that can be observed systematically from the face, grimacing, bracing, rubbing, walking with arms fixed, support with hands on sitting or standing, guarded movement, limping, unbalaced weightbearing, stopped movement from tying position to sitting, sighing and graoning. Subjects were videotrecorded as they performed a 6-standardized sequence of motions, simultanously researcher measured the time spent performing each motion and step length. Patients were asked torate their subjective pain score on the 10 mm graphic rating scale ranging from 'no pain' to 'sever pain'. For scoring of the pain behaviors, two trained nursing officiers independently and simutanously viewwd each videorecording and checked subject 'pain behaviors at the observational item checklist. The result of the study are summarized as follows : 1. Reability of the observational tool was a=.845. 2. Spearman's rho and percentage agreement were p=.97 and 81.7 persent respectively, that indicate adequate interrater reability of this tool. 3. The sensitivity rate of the tool was .875 while specificity rate .866 for differentiating patient from the normal. 4. When difference in the objective pain indices between patient group and control were compared, there was significant difference of all indices, such as pain behavior(t=7.71, p=.0001). spent time performing motion(t=14.2, p=.0001), step length (t=-10.72, p=.0001). 5. There were differences in the objective indices the subjective pain subgroups (low, medium, high). Differences in the mean score of objective pain behavior (F=6.376. p=.005) and spent time for moyion(F=4.631, p=.018). But there were no significant differences in the step length among the subgroups(F=.667, p=.521). 6. Highly correlated pain behavior items wiyh subjective pain score were 'stopped movement from lying position to sitting', 'limping', 'support with hands on sitting or standing', 'bracing', 'guarding' and 'walking with arms fixed'. In summary, although some of rho behavior items such as sighing and groaning in this study could not be observed because of videotaped datd, the reliability and validity of the over all observation method were satifactory. Thus, the results of the present study demonstrate rye potetional utility of the tool in assessing objective pain complementing self-reported pain in low back pain patients.

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Effect of Early Adjuvant Chemotherapy on Survival of Advanced Gastric Cancer Patients: a Propensity Score-matched Analysis

  • Lee, Yoontaek;Min, Sa-Hong;Park, Ki Bum;Park, Young Suk;Kim, Ji-Won;Ahn, Sang-Hoon;Kim, Jin Won;Park, Do Joong;Lee, Keun-Wook;Kim, Hyung-Ho
    • Journal of Gastric Cancer
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    • 제18권1호
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    • pp.58-68
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    • 2018
  • Purpose: Generally, adjuvant chemotherapy (AC) should be initiated as soon as possible after surgery to eradicate microscopic cancer cells. In this study, we investigated the effect of early AC on the survival of stage II/III gastric cancer patients. Materials and Methods: Four hundred sixty patients who received AC (S-1 or XELOX) for pathologic stage II/III gastric cancer at Seoul National University Bundang Hospital between January 2008 and December 2014 were included. Patients were divided into 2 groups: early AC administration (within 4 weeks) and late AC administration (more than 4 weeks). Patients in the early AC group (n=174) were matched 1:1 with patients in the late AC group (n=174) by propensity scoring to adjust for clinical differences. Three-year relapse-free survival (RFS) was evaluated according to the timing of AC. Results: Three-year RFS was 98.1% in stage IIA (n=109), 85.0% in stage IIB (n=83), 87.4% in stage IIIA (n=96), 83.5% in stage IIIB (n=91), and 62.5% in stage IIIC (n=81). After propensity score matching, RFS was similar between early and late AC groups (hazard ratio [HR],1.04; 95% confidence interval [CI], 0.62-1.74; P=0.889). Pathologic stage and histological type were independent prognostic factors of RFS (HR, 2.05; 95% CI, 1.06-3.96; P=0.033 and HR, 2.61; 95% CI, 1.42-4.80; P=0.002, respectively). Conclusions: Early initiation of AC within 4 weeks does not affect survival rates in stage II/III gastric cancer.

인지기능과 구강건강관련 삶의 질의 연관성에 대한 연구: 성향점수 분석과 회귀모델을 중심으로 (Association Between Cognitive Impairment and Oral Health Related Quality of Life: Using Propensity Score Approaches)

  • 차선아;배수영;남상훈;홍익표
    • 재활치료과학
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    • 제12권3호
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    • pp.61-77
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    • 2023
  • 목적 : 본 연구는 노인들의 인지기능과 구강건강관련 삶의 질 사이의 연관성을 분석하기 위해 수행되었다. 연구방법 : 2020년에 수집된 제8차 고령화연구패널조사에 참여한 지역에 거주하는 45세 이상의 중고령자를 대상으로 인구통계학적 및 임상적 특성을 추출하여 활용하였다. 독립변수는 한국형 간이정신상태검사 점수를 기준으로 분류한 인지기능, 종속변수는 구강건강관련 삶의 질을 측정하기 위한 노인구강건강평가지수이다. 인지기능 그룹 간 공변량의 차이를 보정하기 위해 성향점수 활용법 중 역확률가중치를 적용 후 인지기능과 구강건강관련 삶의 질의 연관성을 분석하기 위해 역확률가중치 적용 전의 다중회귀분석과 적용 후의 다중회귀분석 결과에 차이가 있는지 결과를 비교하였다. 결과 : 연구 대상자는 총 6,116명으로 인지정상군 4,367명, 경도 인지손상군 1,155명, 중증 인지손상군 594명으로 구성되었다. 성향점수 역확률가중치 적용 결과로 표준화된 평균 차이(standardized mean difference)를 확인하여 0.2 이상인 변수를 다시 통제하고 분석한 다중회귀모델에서 인지기능 그룹과 구강건강관련 삶의 질 간의 부정적인 연관성이 있었다(정상 vs. 경도: β = -2.534, p < .0001; 정상 vs. 중증: β = -2.452, p < .0001). 결론 : 본 연구 결과에서 인지손상과 구강건강관련 삶의 질은 음의 연관성을 나타내었다. 성향점수 활용 후 중증 인지손상보다 경도 인지손상에서 더 부정적인 연관성을 나타낸 결과는 인지손상은 저하된 정도와 관계없이 구강건강관련 삶의 질에 부정적인 영향을 미치는 것을 의미한다. 따라서 인지기능의 감퇴가 나타난 모든 환자들은 구강관리의 중요성과 교육이 필요하다는 것을 시사한다.

Enhanced Recovery after Surgery for Gastric Cancer Patients Improves Clinical Outcomes at a US Cancer Center

  • Desiderio, Jacopo;Stewart, Camille L.;Sun, Virginia;Melstrom, Laleh;Warner, Susanne;Lee, Byrne;Schoellhammer, Hans F.;Trisal, Vijay;Paz, Benjamin;Fong, Yuman;Woo, Yanghee
    • Journal of Gastric Cancer
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    • 제18권3호
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    • pp.230-241
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    • 2018
  • Purpose: Enhanced recovery after surgery (ERAS) protocols for gastric cancer patients have shown improved outcomes in Asia. However, data on gastric cancer ERAS (GCERAS) programs in the United States are sparse. The purpose of this study was to compare perioperative outcomes before and after implementation of an GC-ERAS protocol at a National Comprehensive Cancer Center in the United States. Materials and Methods: We reviewed medical records of patients surgically treated for gastric cancer with curative intent from January 2012 to October 2016 and compared the GC-ERAS group (November 1, 2015-October 1, 2016) with the historical control (HC) group (January 1, 2012-October 31, 2015). Propensity score matching was used to adjust for age, sex, number of comorbidities, body mass index, stage of disease, and distal versus total gastrectomy. Results: Of a total of 95 identified patients, matching analysis resulted in 20 and 40 patients in the GC-ERAS and HC groups, respectively. Lower rates of nasogastric tube (35% vs. 100%, P<0.001) and intraabdominal drain placement (25% vs. 85%, P<0.001), faster advancement of diet (P<0.001), and shorter length of hospital stay (5.5 vs. 7.8 days, P=0.01) were observed in the GC-ERAS group than in the HC group. The GC-ERAS group showed a trend toward increased use of minimally invasive surgery (P=0.06). There were similar complication and 30-day readmission rates between the two groups (P=0.57 and P=0.66, respectively). Conclusions: The implementation of a GC-ERAS protocol significantly improved perioperative outcomes in a western cancer center. This finding warrants further prospective investigation.