• 제목/요약/키워드: Temporal trends

검색결과 264건 처리시간 0.027초

유사한 인기도 추세를 갖는 웹 객체들의 클러스터링 (Clustering of Web Objects with Similar Popularity Trends)

  • 노웅기
    • 정보처리학회논문지D
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    • 제15D권4호
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    • pp.485-494
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    • 2008
  • 인터넷이 광범위하게 활용됨에 따라 검색 키워드, 멀티미디어 객체, 웹 페이지, 블로그 등의 다양한 웹 객체들이 크게 증가하고 있다. 이러한 웹 객체들의 인기도는 시간에 따라 변화하며, 그러한 웹 객체 인기도의 시간적 패턴에 대한 마이닝이 여러 가지 웹 응용에 필요한 중요한 연구 과제가 되고 있다. 예를 들어, 검색 키워드에 대한 인기도 패턴의 분석은 앞으로 인기가 높아질 키워드를 미리 예측할 수 있게 하여 광고주들에게 키워드를 판매하기 위한 가격을 결정하는 데에 중요한 자료가 될 수 있다. 하지만, 웹 객체 인기도가 시간에 따라 변화하고 웹 객체의 개수가 매우 방대하다는 특성으로 인하여 웹 객체 인기도에 대한 분석은 매우 어려운 문제이다. 본 논문에서는 웹 객체 인기도의 시간적 패턴을 마이닝하기 위한 효율적인 알고리즘을 제안한다. 본 논문은 웹 객체 인기도를 시계열로 표현하고, 두 웹 객체 인기도 간의 유사성을 측정하기 위하여 gap 척도를 제안한다. gap 척도의 효율적인 계산을 위하여 FFT를 활용한 알고리즘을 제안하고, 밀도기반 클러스터링 알고리즘을 이용하여 유사한 인기도 추세를 갖는 웹 객체들의 클러스터를 생성한다. 본 논문에서는 웹 객체 인기도가 특정 분포를 따르거나 주기적이라고 가정하지 않는다. Google Trends 웹 사이트로부터 구한 검색 키워드 인기도를 이용한 실험을 통하여, 제안된 알고리즘이 실세계 응용에서 유용함을 보인다.

한반도 주요 대도시지역의 지표오존 특성 : 추세, 일변화, 월변화, 수평분포 (Surface Ozone in The Major Cities of Korea : Trends, Diurnal and Seasonal Variations, and Horizontal Distributions)

  • 오인보;김유근
    • 한국대기환경학회지
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    • 제18권4호
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    • pp.253-264
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    • 2002
  • Surface ozone concentrations measured at 40 monitoring sites in three major cities (Seoul, Busan, and Daegu) of Korea during 1993~2000 were analyzed to understand the characteristics of temporal and spatial distributions. Trends were analyzed for annual mean, 95th percentiles of daily 8-hour maximum and days exceeding 8-h ozone standard of 60 ppb. Three indicators exhibited increasing trends (+0.75 ppb yr$^{-1}$ , +2.20 ppb yr$_{-1}$ , and +5.35 days yr$_{-1}$ on average) throughout the study period at all cities. Diurnal and seasonal variations were the largest in Seoul followed by Daegue and Busan, due to the high photochemical production and titration of ozone (Seoul), strong wind and constant supply of background ozone from the ocean (Busan). In the urban centers and industrial areas at all cities, scavenging of ozone by NO reduces the daily 8-hour maximum ozone by 10 ppb on average. High concentrations of ozone have frequently occurred in downwind eastern (Seoul and Daegu) or northern (Busan) sides of the territory. In particular, the coastal area of Busan had relatively high ozone level due to the local sea land breeze circulation. The results indicated that the temporal and spatial variations of ozone concentration were non -uniform and were closely related to the local environments; emission levels, climates, and geographic locations.

Errors in Estimated Temporal Tracer Trends Due to Changes in the Historical Observation Network: A Case Study of Oxygen Trends in the Southern Ocean

  • Min, Dong-Ha;Keller, Klaus
    • Ocean and Polar Research
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    • 제27권2호
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    • pp.189-195
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    • 2005
  • Several models predict large and potentially abrupt ocean circulation changes due to anthropogenic greenhouse-gas emissions. These circulation changes drive-in the models-considerable oceanic oxygen trend. A sound estimate of the observed oxygen trends can hence be a powerful tool to constrain predictions of future changes in oceanic deepwater formation, heat and carbon dioxide uptake. Estimating decadal scale oxygen trends is, however, a nontrivial task and previous studies have come to contradicting conclusions. One key potential problem is that changes in the historical observation network might introduce considerable errors. Here we estimate the likely magnitude of these errors for a subset of the available observations in the Southern Ocean. We test three common data analysis methods south of Australia and focus on the decadal-scale trends between the 1970's and the 1990's. Specifically, we estimate errors due to sparsely sampled observations using a known signal (the time invariant, temporally averaged, World Ocean Atlas 2001) as a negative control. The crossover analysis and the objective analysis methods are for less prone to spatial sampling location biases than the area averaging method. Subject to numerous caveats, we find that errors due to sparse sampling for the area averaging method are on the order of several micro-moles $kg^{-1}$. for the crossover and the objective analysis method, these errors are much smaller. For the analyzed example, the biases due to changes in the spatial design of the historical observation network are relatively small compared to the tends predicted by many model simulations. This raises the possibility to use historic oxygen trends to constrain model simulations, even in sparsely sampled ocean basins.

Google Search Trends Predicting Disease Outbreaks: An Analysis from India

  • Verma, Madhur;Kishore, Kamal;Kumar, Mukesh;Sondh, Aparajita Ravi;Aggarwal, Gaurav;Kathirvel, Soundappan
    • Healthcare Informatics Research
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    • 제24권4호
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    • pp.300-308
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    • 2018
  • Objectives: Prompt detection is a cornerstone in the control and prevention of infectious diseases. The Integrated Disease Surveillance Project of India identifies outbreaks, but it does not exactly predict outbreaks. This study was conducted to assess temporal correlation between Google Trends and Integrated Disease Surveillance Programme (IDSP) data and to determine the feasibility of using Google Trends for the prediction of outbreaks or epidemics. Methods: The Google search queries related to malaria, dengue fever, chikungunya, and enteric fever for Chandigarh union territory and Haryana state of India in 2016 were extracted and compared with presumptive form data of the IDSP. Spearman correlation and scatter plots were used to depict the statistical relationship between the two datasets. Time trend plots were constructed to assess the correlation between Google search trends and disease notification under the IDSP. Results: Temporal correlation was observed between the IDSP reporting and Google search trends. Time series analysis of the Google Trends showed strong correlation with the IDSP data with a lag of -2 to -3 weeks for chikungunya and dengue fever in Chandigarh (r > 0.80) and Haryana (r > 0.70). Malaria and enteric fever showed a lag period of -2 to -3 weeks with moderate correlation. Conclusions: Similar results were obtained when applying the results of previous studies to specific diseases, and it is considered that many other diseases should be studied at the national and sub-national levels.

난지도를 중심으로 한 대기 중 BTEX 성분의 농도분포 특성에 대한 연구 (Studies of Ambient BTEX Distribution Characteristics in the Nan-Ji-Do Landfill Site in Seoul)

  • 김기현;김민영;오상인;윤중섭;이강웅
    • 한국대기환경학회지
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    • 제17권6호
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    • pp.463-474
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    • 2001
  • In this study, the concentrations of major anthropogenic volatile organic compounds(VOCs) which include benzene, toluene, m, p-xylene, o-xylene, and ethylbenzene were measured at the Nan-ji-do landfill site during the spring and fall season of 2000. the temporal distribution characteristics of these VOCs were investigated over varying time scale. According to our study, the mean concentration of those species were computed to be 1.65$\pm$2.68(benzene), 9.62$\pm$9.32(toluene), 1.84$\pm$2.90(m, p-xylene), 0.83$\pm$1.43(o-xylene), and 1.17$\pm$1.21 ppb(ethylbenzene). The VOCs levels in the study area are not distinctively higher than the level typically found in urban area that can be subject to the influence of various anthropogenic source processes. Inspection of their temporal trends exhibited various patterns for the diurnal(and seasonal) cycle. Although each species showed distinctive patterns in temporal distribution trends, we were able to find the strong correlations among most concurrently measured VOCs except for benzene.

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계절 Mann-Kendall 검정을 이용한 낙동강 유역의 월별 수질 장기 경향성 분석 (Trend Analysis of Monthly Water Quality Data in Nakdong River Based on Seasonal Mann-Kendall Test)

  • 윤정혜;황세운;김동현;김상민
    • 한국농공학회논문집
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    • 제57권6호
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    • pp.153-162
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    • 2015
  • In this study, we analyzed the trends of water quality along the main stream in Nakdong river basin using the recent data and seasonal Mann-Kendall test. Monthly averaged values of DO, BOD, SS, COD, TN, and TP from 1989 to 2014 for 14 stations (including 2 TMDLs stations) were used in the study. The trend analysis results showed that BOD and TP at most stations has decreasing temporal trend except a few stations while COD and SS showed increasing trend at most stations. Temporal trends in TN at 8 stations were found to be statistically significant and 5 of them showed increasing temporal trend. Temporally averaged BOD, COD, TN and TP were generally increasing as going downstream and the worst water quality were found at Goryeong and Hyunpung station. Overall, water quality of Nakdong river especially in COD, SS, and TN getting worse in time at most stations and as going downstream.

Recent Spatial and Temporal Trends of Malaria in Korea

  • Kim, Yeong Hoon;Ahn, Hye-Jin;Kim, Dongjae;Hong, Sung-Jong;Kim, Tong-Soo;Nam, Ho-Woo
    • Parasites, Hosts and Diseases
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    • 제59권6호
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    • pp.585-593
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    • 2021
  • This study was done to provide an analytical overview on the latest malaria infection clusters by evaluating temporal trends during 2010-2019 in Korea. Incheon was the most likely cluster (MLC) for all cases of malaria during the total period. MLCs for P. falciparum, vivax, malariae, ovale, and clinically diagnosed malaria without parasitological confirmation were Jeollanam-do, Incheon, Gangwon-do, Gyeongsangnam-do, and Jeollabuk-do, respectively. Malaria was decreasing in most significant clusters, but Gwangju showed an increase for all cases of malaria, P. vivax and clinically diagnosed cases. Malaria overall, P. falciparum and P. vivax seem to be under control thanks to aggressive health measures. This study might provide a sound scientific basis for future control measures against malaria in Korea.

비모수 통계기법을 이용한 만경강 유역의 장기간 수질 경향 분석 (Long-Term Trend Analyses of Water Qualities in Mangyung Watershed)

  • 이혜원;박석순
    • 한국물환경학회지
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    • 제24권4호
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    • pp.480-487
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    • 2008
  • Spatial and temporal analyses of water qualities were performed for 11 monitoring stations located in Mangyung watershed in order to analyze the trends of monthly water quality data of Biochemical Oxygen Demand (BOD), Total Nitrogen (TN) and Total Phosphorus (TP) measured from 1995 to 2004. The long-term trends were analyzed utilizing Seasonal Mann-Kendall test, LOWESS and three-dimensional graphs were constructed with respect to distance and time. The graph can visualize spatial and temporal trend of the long-term water quality in a large river system. The results of trend analysis indicated that water quality of BOD and TN showed the downward trend. This quantitive and quantitative analysis is the useful tool to analyze and display the long-term trend of water quality in a large river system.

Changes in $SO_{2}$ Concentration from Major Cities and Provinces in Korea: A Case Study from 1998 to 2003

  • Nguyen Hang Thi;Kim Ki-Hyun
    • Journal of Korean Society for Atmospheric Environment
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    • 제21권E3호
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    • pp.95-105
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    • 2005
  • The concentrations of sulfur dioxide ($SO_{2}$) were measured from seven major cities and nine provinces in Korea for the period covering 1998 to 2003. Its concentration data were analyzed to explore the possible influences of spatial and temporal factors on the $SO_{2}$ distribution characteristics. Examination of spatial trends of $SO_{2}$ distribution and behavior indicated several interesting features. Although its annual trends appeared to be affected by the changes in the surrounding environmental conditions (e.g., regulation on the use of S-containing fuels), the seasonal trends indicated a cyclic and systematic pattern that may be characterized as: a gradual decrease in concentrations across winter, spring, fall, and summer. The results showed the generally enhanced mean concentrations of $SO_{2}$ from Ulsan, Busan, and Daegu with 12.8, 10.1, and 8.80 ppb, respectively. On the other hand, notably reduced $SO_{2}$ concentrations were seen from Gwangju and Jeju sites with its mean values of 5.43 and 3.88 ppb, respectively. The overall results of our study indicate that a decrease in $SO_{2}$ concentration levels continued through time, while its spatial distribution appears to be affected most sensitively by such factor as city scale and industrial activities.

정보보안에 대한 국내외 연구 트렌드 비교 (Comparison of Domestic and International Research Trend on Information Security)

  • 김원필
    • 한국정보통신학회논문지
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    • 제19권8호
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    • pp.1811-1817
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    • 2015
  • 본 논문은 국내에서 수행된 정보보안에 연구 트렌드를 분석하고, 국제적 연구 트렌드와 비교함으로써 향후 국가차원에서 나아가야할 방향에 대해 고찰해보고자 한다. 이는 기존에 수행된 정보보안의 국제 연구 트렌드 분석에 대한 후속작으로, 기존 연구의 결과와 정확한 비교를 위해 동일한 분석 방법을 이용한다. 이를 위해 2001년부터 2014년까지 발표 및 게재된 국내 논문을 활용하며, 보안과 깊이 관련된 기술들 사이의 시간별 연관성을 측정하여 국내 연구 트렌드를 분석하고, 그 결과를 비교한다. 또한 국내외의 미래 기술 시장을 함께 고려함으로써 향후 우리가 나아가야 할 발향을 살펴보고자 한다.