• 제목/요약/키워드: time trends

검색결과 2,361건 처리시간 0.028초

딥러닝 전이학습을 이용한 경량 트렌드 분석 시스템 설계 및 구현 (Design and implementation of trend analysis system through deep learning transfer learning)

  • 신종호;안수빈;박태영;방승철;노기섭
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2022년도 추계학술대회
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    • pp.87-89
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    • 2022
  • 최근 코로나로 인해 집에 있는 시간이 많아진 소비자들이 증가함에 따라 비대면으로 쉽게 사용 할 수 있는 SNS와 OTT등 디지털 소비를 하는 시간이 자연스럽게 늘어났다. 코로나가 발생한 2019년 이후 디지털 소비는 44%에서 82%로 두 배가량 증가하였고 트렌드가 빠르게 변화하는 디지털 특성상 소비자들의 감성을 분석하여 트렌드를 신속, 정확하게 파악하여 적용하는 것은 중요하다. 그러나 대기업 수준의 시스템이 아닌 소규모 시스템에서 감성분석을 활용한 서비스를 실제로 구현하기에는 제약 사항이 있으며 실제 서비스 되는 경우도 많지 않다. 하지만 소규모 시스템이라도 간편하게 소비자들 트렌드 분석을 할 수 있다면 빠르게 변화하는 현대사회에 도움이 될 것이다. 본 논문에서는 BERT Model의 Transfer Learning(Fine Tuning)을 통해 학습 네트워크를 구축하고, 실시간 데이터 수집을 위한 Crawler를 연동하는 경량 트렌드 분석 시스템을 제안한다.

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지역사회건강조사에서 본 당뇨병 관리 지표의 2008년부터 2022년까지 시계열적 변화 (Time Series Changes in Indices of Diabetes Management from the 2008-2022 Korea Community Health Survey)

  • 류소연;최성우;정소정;구혜민
    • 농촌의학ㆍ지역보건
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    • 제49권3호
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    • pp.179-193
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    • 2024
  • Objectives: This study aimed to determine the time-series changes in provincial diabetes management indices using by results of the 2008-2022 Korea Community Health Survey. Methods: We collected diabetes diagnosis experience rate, treatment rate for people diagnosed with diabetes, annual screening rate for diabetic eye disease complications, and annual screening rate for diabetic kidney disease complications with age-standardized rates from the Regional Health Statistics. The unit of analysis was the nation and 17 provinces and the time-series trend analysis was performed by joinpoint regression using the Joinpoint Regression Program, and the annual percent change (APC) and average APC (AAPC) were estimated, and statistical significance was tested using 95% confidence interval (CI). Results: From 2008-2022, the national AAPC (95% CI) for diabetes diagnosis experience rate steadily increased to 2.77 (2.25-3.27), increasing in all regions, excluding Sejong. The national AAPC for treatment rate for people diagnosed with diabetes was 0.75 (0.47-1.04), with a slight but steady trend toward improvement, excluding Daejeon, Sejong, and Jeonbuk, which showed significant improvement. The national AAPCs for annual screening rates for diabetic eye disease and kidney disease complications were 1.82 (0.99-2.66) and 1.95 (0.60-3. 41), respectively, and the area with the largest change was Sejong. Conclusions: In Korea, the diabetes management indices tended to increase and improve, but the trends among provinces varied. Therefore, efforts are needed to address regional disparities in diabetes management.

Fast Real-Time Cardiac MRI: a Review of Current Techniques and Future Directions

  • Wang, Xiaoqing;Uecker, Martin;Feng, Li
    • Investigative Magnetic Resonance Imaging
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    • 제25권4호
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    • pp.252-265
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    • 2021
  • Cardiac magnetic resonance imaging (MRI) serves as a clinical gold-standard non-invasive imaging technique for the assessment of global and regional cardiac function. Conventional cardiac MRI is limited by the long acquisition time, the need for ECG gating and/or long breathhold, and insufficient spatiotemporal resolution. Real-time cardiac cine MRI refers to high spatiotemporal cardiac imaging using data acquired continuously without synchronization or binning, and therefore of potential interest in overcoming the limitations of conventional cardiac MRI. Novel acquisition and reconstruction techniques must be employed to facilitate real-time cardiac MRI. The goal of this study is to discuss methods that have been developed for real-time cardiac MRI. In particular, we classified existing techniques into two categories based on the use of non-iterative and iterative reconstruction. In addition, we present several research trends in this direction, including deep learning-based image reconstruction and other advanced real-time cardiac MRI strategies that reconstruct images acquired from real-time free-breathing techniques.

20세기 웨딩드레스의 유행변화에 관한 연구 I (A Study I on the fashion trends of wedding dresses in the 20th century)

  • 신경섭
    • 패션비즈니스
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    • 제15권5호
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    • pp.69-86
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    • 2011
  • The objective of this research is to unveil the dynamic changes of the trends in wedding dresses during the 20th Century. The studies were carried out in two forms; firstly by observing the actual wedding dresses worn by people at that time, and secondly by conducting formative comparisons between those dresses with the ones appeared in movies corresponding to that period. Movies provide an invaluable insight into the era's wedding dresses fashion trends since they function as intimate bridges in connection with the time's audience, and the visible imageries accurately reflect the characteristics embedded within that time frame. As there are no precedent studies regarding this topic, this thesis can serve as vital research data for the wedding dress industry. Research data regarding the actual wedding dresses were collected from books and museum web sites. The object of movies were films produced before World War II that contained both the background settings of the 20th Century and wedding dresses, of which photographic imageries were captured. Research analysis was then conducted by merging these data with findings from relevant books and internet materials. The results of the thesis are as the following: The 1900s was an extension of the 19th Century's popular fashion trend which can be characterized as the S curve silhouettes of the Edwardian period when long trains and long veils symbolized wealth and social power. In the 1910s, high waist silhouettes with soft wrinkles were prevalent as attire suitable for active mobility with practical functionality were highly regarded. During the 1920s, the flapper style became the dominant trend. Hem lines of the skirts were curled in the form of the scallop and laces were the most widely used raw materials. By the 1930s, wedding dresses that reinterpreted the glamorous sheath lines, practical two piece styles, and retro-styles became predominant. The 1940s saw the advent of ready-made wedding dresses made of synthesized materials; practical military style suits and casuals sometimes substituted the wedding dresses. And although the wedding dresses in the movies were primarily costumes to express the personalities of the characters, they were also reinterpreted as manifestations of the formative characteristics of each relative period that pursued very distinct and diverse features.

빅 데이터를 이용한 임플란트에 대한 관심도 분석: 웹 기반 연구 (Analysis of interest in implant using a big data: A web-based study)

  • 공현준
    • 대한치과보철학회지
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    • 제59권2호
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    • pp.164-172
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    • 2021
  • 목적: 본 연구는 구글 트렌드를 이용하여 일반적인 인터넷 사용자들이 치과 임플란트에 대해 가지고 있는 관심도를 분석하고, 관심도의 수준을 국민건강보험공단의 빅 데이터와 비교하기 위함이다. 재료 및 방법: 구글 트렌드는 검색 키워드에 대한 상대적 검색 볼륨을 제공하는데, 이것은 특정 기간 동안의 검색 빈도를 시각화하여 보여주는 평균 데이터이다. 임플란트를 검색어로 선정하여, 2015년에서 2019년까지의 일반적인 인터넷 사용자들의 관심도를 추세선과 6개월 이동평균선을 이용하여 분석하였다. 다음으로, 임플란트에 대한 상대적 검색 볼륨을 국민건강보험의 적용을 받아 임플란트를 식립한 환자 수의 변화와 함께 비교하였다. 임플란트와 전통적인 의치에 대한 상대적 관심도를 비교하였으며, 임플란트와 관련된 주요 연관 검색어를 분석하였다. 결과: 임플란트에 대한 상대적 검색 볼륨은 점진적으로 증가하였으며, 국민건강보험 혜택을 받은 환자 수와 유의한 양의 상관관계를 보였다 (P < .01). 임플란트에 대한 관심도는 모든 기간에 있어서 의치에 비해 높았다. 연관 검색어로는 임플란트 비용이 가장 빈번하게 관찰되었으며, 임플란트 과정에 대한 검색이 증가하였다. 결론: 본 제한된 연구의 결과를 근거로, 임플란트에 대한 대중의 관심은 점진적으로 증가하고 있으며, 관심의 세부 분야는 변하고 있다. 또한 웹 기반의 구글 트렌드 데이터를 전통적인 방식의 데이터와 비교한 결과, 유의한 상관관계를 확인할 수 있었다.

전업${\cdot}$겸업 농가의 가정 내 경제문제 인지의 변화 (A Longitudinal Study on Farm Householder's Perception of Economic Problem)

  • 조영숙;이덕재;황대용;박은식;고정숙
    • 농촌지도와개발
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    • 제13권2호
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    • pp.265-276
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    • 2006
  • This study focused on the trends in recognising an economic concern as the most difficult problem in the farm household that was categorised as a full-time farm household or a part-time household according to income structure from agricultural activity. Log-linear models were suggested to compare the change of recognising an economic problem between year 2003 and 2005. As a result, there was no significant difference in recognising an economic problem between full-time farm household and part-time farm household both in 2003 ($x^2$=0.04;p=0.84) and in 2005 ($x^2$=1.08; p=0.30). It was revealed, however, that full-time farm household had increasingly recognised an economic problem over years. Log-linear models showed that full-time farm households tended to recognise the economic problem 1.11 times as much as part-time farm households in 2005, compared to 0.97 times in 2003.

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부분 하흉골절개술을 이용한 심장수술 (Cardiac Surgery Via Lower Partial Sternotomy Lower Partial Sternotomy)

  • 권혁면;정태은;이정철;한승세;이동협
    • Journal of Chest Surgery
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    • 제33권9호
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    • pp.729-733
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    • 2000
  • Background: Recent trends suggest that minimally invasive cardiac surgery reduces postoperative morbidity and offers a cosmetic benefit. This study was performed to evaluate the CPB time, ACC time, OP time, ICU stay and postoperative hospital stay following a lower partial sternotomy and those of the median sternotomy. Material and Method: A group of 26 adult patients who underwent cardiac surgery through lower partial sternotomy from August 1997 to July 1999(A group) were compared to 45 adult patients who underwent cardiac surgery through median sternotomy from January 1996 to July 1997(B group). The mean ages(46.4$\pm$14.6 years, A group and 46.8$\pm$13.2 years, B group) were similar. Operations were performed with central cannula and antegrade/retrograde blood cardioplegia. Result: There was no death in each group. No differences were found in CPB time, ACC time, OP time, ICU stay and postoperative hospital stay. Postoperative complications were sternal splitting in a patient in group A and a patient with bleeding that required reoperation and a patient with delayed wound closure in group B. Conclusion: The lower partial sternotomy offered a cosmetic benefit, but does not significantly reduced the length of operative time and hospital stay. Minimally invasive cardiac surgery will be applied increasing because of the suggested advantage and choosing a proper operative technique will be helpful.

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ARIMA 모델을 이용한 수막재배지역 지하수위 시계열 분석 및 미래추세 예측 (Time-series Analysis and Prediction of Future Trends of Groundwater Level in Water Curtain Cultivation Areas Using the ARIMA Model)

  • 백미경;김상민
    • 한국농공학회논문집
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    • 제65권2호
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    • pp.1-11
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    • 2023
  • This study analyzed the impact of greenhouse cultivation area and groundwater level changes due to the water curtain cultivation in the greenhouse complexes. The groundwater observation data in the Miryang study area were used and classified into greenhouse and field cultivation areas to compare the groundwater impact of water curtain cultivation in the greenhouse complex. We identified the characteristics of the groundwater time series data by the terrain of the study area and selected the optimal model through time series analysis. We analyzed the time series data for each terrain's two representative groundwater observation wells. The Seasonal ARIMA model was chosen as the optimal model for riverside well, and for plain and mountain well, the ARIMA model and Seasonal ARIMA model were selected as the optimal model. A suitable prediction model is not limited to one model due to a change in a groundwater level fluctuation pattern caused by a surrounding environment change but may change over time. Therefore, it is necessary to periodically check and revise the optimal model rather than continuously applying one selected ARIMA model. Groundwater forecasting results through time series analysis can be used for sustainable groundwater resource management.

Time-frequency domain characteristics of intact and cracked red sandstone based on acoustic emission waveforms

  • Yong Niu;Jinguo Wang;Yunjin Hu;Gang Wang;Bolong Liu
    • Geomechanics and Engineering
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    • 제34권1호
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    • pp.1-15
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    • 2023
  • This study conducts uniaxial compression tests on intact and single crack-contained rocks to investigate the time-frequency domain characteristics of acoustic emission (AE) signals monitored during the deformation failure process. A processing approach, short-time Fourier transform (STFT), is performed to obtain the evolution characteristics of time-frequency domain of AE signals. The AE signal modes at different deformation stages of rocks are different. Five modes of AE signal are observed during the cracking process of rocks. The evolution characteristics of time-frequency domain of AE signals processed by STFT can be utilized to evaluate the damage process of rocks. The difference of time-frequency domain characteristics between intact and cracked rocks is comparatively analyzed. The distribution characteristics of frequency changing from a single band-shaped cluster to multiple band-shaped clusters can be regarded as an early warning information of damage and failure of rocks. Meanwhile, the attenuation of frequency enables the exploration of rock failure trends.

철도 건설공사 현장의 안전사고에 관한 연구 (A Study on Safety Accidents at Construction Work Sites of Railway)

  • 방명석;최수환
    • 한국안전학회지
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    • 제25권5호
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    • pp.33-38
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    • 2010
  • Railway is one of popular transportation systems. Due to the safety and in time, the transportation by train is preferred to the others for a long time. However, accidents under railway construction get more serious problems than in case of the other system, because it is the largest mass transportation system. Especially, the railway construction is composed of different kinds of construction works such as civil, architect, electric and mechanic. It is closely/complicatedly connected with various workers, large machines and facilities, regulations etc. In this study the data on safety accidents are corrected during 6 years(2004~2009) and analyzed by time(year, month, week, day, a.m or p.m), place, field, type etc. Results shows that there exists remakable trends on accidents, so efficient treatments should be prepared considering this trend.