• Title/Summary/Keyword: 자연회귀

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A Normalization and Modeling of Segmental Duration (음운지속시간의 정규화와 모델링)

  • 김인영
    • Proceedings of the Acoustical Society of Korea Conference
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    • 1998.08a
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    • pp.99-104
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    • 1998
  • 한국어의 자연스러운 음성합성을 위해 280문장에 대하여 남성화자 1명이 발성한 문음성 데이터를 음운 세그먼트, 음운 라벨링, 음운별 품사 태깅하여 음성 코퍼스를 구축하였다. 이 문 음성 코퍼스를 사용하여 음운환경, 품사 뿐만 아니라 구문 구조에 이하여 음운으 lwlthrtlrks이 어떻게 변화하는가에 대하여 xhdrPwjrdfmh 분석하였다. 음운 지속시간을 보다 정교하게 예측하기 위하여, 각 음운의 고유 지속시간의 영향이 배제된 정규화 음운지속시간을 회귀트리를 이용하여 모델화하였다. 평가결과, 기존의 회귀트리를 이용한 음운지속시간 모델에 의한 예측오차는 87%정도가 20ms 이내 이었지만, 정규화 음운 지속시간 모델에 의한 예측 오차는 89% 정도가 20ms 이내로 더욱 정교하게 예측되었다.

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Estimation of Snow Damages using Multiple Regression Model - The Case of Gangwon Province - (대설피해액 추정을 위한 다중회귀 모형의 적용성 평가 - 강원도 지역을 중심으로 -)

  • Kwon, Soon Ho;Chung, Gunhui
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.37 no.1
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    • pp.61-72
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    • 2017
  • Due to the climate change, damages of human life and property caused by natural disaster have recently been increasing consistently. In South Korea, total damage by natural disasters over 20 years from 1994 to 2013 is about 1.0 million dollars. The 13% of total damage caused by heavy snow. This is smaller amount than the damage by heavy rainfall or typhoon, but still could cause severe damage in the society. In this study, the snow damage in Gangwon region was estimated using climate variables (daily maximum snow depth, relative humidity, minimum temperature) and scoio-economic variables (Farm population density, GRDP). Multiple regression analysis with enter method was applied to estimate snow damage. As the results, adjusted R-square is above 0.7 in some sub-regions and shows the good applicability although the extreme values are not predicted well. The developed model might be applied for the prompt disaster response.

Estimation of Maximum Fresh Snow Depth using Regression Analysis (회귀분석을 이용한 최심신적설 추정식 개발)

  • Park, Heeseong;Chung, Gunhui
    • Proceedings of the Korea Water Resources Association Conference
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    • 2016.05a
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    • pp.205-205
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    • 2016
  • 우리나라의 겨울철 자연재해 중 대설에 의한 피해가 발생하는 빈도가 증가하고 있는 가운데 그 피해를 예측하고 대비하기 위한 연구들이 다수 진행되고 있다. 강설은 일단위로 측정하며, 매일 새롭게 내린 강설의 양인 최심신적설과 기존에 녹지 않고 쌓여 있던 깊이까지를 고려한 최심적설로 구분된다. 우리나라의 경우에는 갑작스럽게 내린 폭설에 의한 피해가 대부분이므로 최심신적설량을 예측하는 것이 매우 중요하다. 이에 본 연구에서는 다중회귀분석을 이용해 우리나라의 최심신적설량을 추정하기 위한 식을 개발하였다. 다중회귀분석을 위한 독립변수로는 해당 일에 예측된 강수량, 일평균기온, 일최고기온, 일최저기온을 사용하였으며, 강수량과 일평균기온의 상호작용을 고려할 수 있도록 모형을 구성하였다. 모형의 개발에는 전국 74개 기상관측소의 최심신적설 자료를 관측소 단위로 전체 자료의 2/3을 무작위로 추출하여 이용하였으며, 추출되지 않고 남은 1/3의 자료를 이용해 모형에 대한 검증을 실시하였다. 그 결과 상호작용항이 포함되지 않은 다중선형회귀모형에 비해 상호작용을 고려한 다중회귀모형의 예측력이 훨씬 우수하게 나타났다. 강수량과 기온이 정확하게 예측된다면 개발된 추정식을 이용해 간편하게 최심신적설량을 예측할 수 있어, 폭설에 대한 대비에 활용할 수 있을 것으로 판단된다.

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The study of Taoistic Returnism in Jeong Wan-Young's sijo (정완영 시조에 나타난 도가적 회귀주의)

  • Min, Byeong-Kwan
    • Sijohaknonchong
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    • v.30
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    • pp.109-146
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    • 2009
  • It is academically recognized that Jeong Wan-Young's sijo better represent Oriental ideas. The purpose of this study is to investigate Taoistic characteristics of Jeong Wan-Young's sijo. This is an effort to succeed and further deepen and extend previous relevant researches. For the purpose, this researcher categorized the poet's sijo in accordance with such characteristics as above mentioned. Findings of the study can be summarized as below. Pieces of Jeong Wan-Young's sijo which are based on Taoistic ideas are largely classified into three groups. First, some pieces of Jeong Wan-Young's sijo represents an orientation of return to hometown which is brought by the sense of loss. His sense of loss is attributed to the facts that his home is not what it was any longer and that he can't return to the old home. To overcome the sense, nevertheless, the poet is dreaming of return to home. The home found in Jeong Wan Young's sijo is something fundamental and original that he purposedly provided against the feeling of loss. It complies with the concept of 'Bokgwigigen(復歸基根)‘ a pursuit of Taoism. Second, other pieces of Jeong Wan-Young's sijo are seeking purity to retrieve childish innocence. Their subjects include the season of spring, dreams of childhood and longing for mother all of which represent the poet's strong desire for such retrieval as above mentioned. It may be said that pursued by that pieces are 'Purity, Feebleness and Smoothness' that are sought by Taoism. Third, other pieces of Jeong Wan-Young's sijo are considering human as a part of nature and seeking human life in harmony with nature. In other words, they are seeking union between human and nature which means going beyond discrimination between self and external objects, that is, 'Mulayangmang(物我兩忘)'. This may refer to return to nature which is the ultimate destination of Taoism.

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Happiness Economics Approach To Anthropocentric-Nature Perspective And Ecocentric-Nature Perspective (행복경제학적 분석을 적용한 인간중심적 자연관과 생태중심적 자연관의 비교)

  • Joh, Seung-Hun
    • Journal of Environmental Policy
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    • v.7 no.2
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    • pp.49-66
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    • 2008
  • The goal of current study is to carry out comparative analysis on the relationship between nature perspectives and their corresponding utilities by taking integrated approach combining economic values with environmental ones. The results are as follows. First, empirical evidence shows that the structures of happiness function differ according to nature perspectives. The anthropocentric-nature perspective is centered on economic value. Whilst, environment and social trust play an statistically insignificant role in deciding happiness levels. Secondly, the eco-centric perspective possesses a multi-facted structure of happiness function composing of income, environment, and social trust. In this vein, it is no reasonable behavior, from happiness maximization view, to focus on economic value vis-a-vis use value.

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Determinants of job finding using student's characteristic information (학생정보를 이용한 대졸 취업에 미치는 영향력 분석)

  • Cho, Jang-Sik
    • Journal of the Korean Data and Information Science Society
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    • v.22 no.5
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    • pp.849-856
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    • 2011
  • In this paper, we study the influence analysis of admission and enrollment variables including individual characteristics variables on employment of graduate students at K university. First, logistic regression analysis is used to examine the main effects of admission, enrollment variables including student's individual characteristics on employment. Also, decision tree analysis is used to examine the interaction effects for the variables on employment. The results of this paper may be helpful to K university in designing effective job finding strategies for graduate students.

Estimation of Aboveground Biomass Carbon Stock Using Landsat TM and Ratio Images - $k$NN algorithm and Regression Model Priority (Landsat TM 위성영상과 비율영상을 적용한 지상부 탄소 저장량 추정 - $k$NN 알고리즘 및 회귀 모델을 중점적으로)

  • Yoo, Su-Hong;Heo, Joon;Jung, Jae-Hoon;Han, Soo-Hee;Kim, Kyoung-Min
    • Journal of Korean Society for Geospatial Information Science
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    • v.19 no.2
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    • pp.39-48
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    • 2011
  • Global warming causes the climate change and makes severe damage to ecosystem and civilization Carbon dioxide greatly contributes to global warming, thus many studies have been conducted to estimate the forest biomass carbon stock as an important carbon storage. However, more studies are required for the selection and use of technique and remotely sensed data suitable for the carbon stock estimation in Korea In this study, the aboveground forest biomass carbon stocks of Danyang-Gun in South Korea was estimated using $k$NN($k$-Nearest Neighbor) algorithm and regression model, then the results were compared. The Landsat TM and 5th NFI(National Forest Inventory) data were prepared, and ratio images, which are effective in topographic effect correction and distinction of forest biomass, were also used. Consequently, it was found that $k$NN algorithm was better than regression model to estimate the forest carbon stocks in Danyang-Gun, and there was no significant improvement in terms of accuracy for the use of ratio images.

Real-time fluvial sediment load monitoring method using H-ADCP and support vector regression (H-ADCP와 서포트벡터회귀를 이용한 실시간 하천 유사량 모니터링 방법)

  • Noh, Hyoseob;Son, GeunSoo;Kim, Dongsu;Park, Yong Sung
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.25-25
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    • 2022
  • 하천의 개발 및 보전 계획을 수립하는 데에 있어 자연하천의 부유사량 및 총유사량을 계측하는 것은 매우 중요하다. 우리나라에서는 매년 국내 자연하천을 대상으로 부유사량을 실측하고 실측 부유사량을 바탕으로 수정 아인슈타인 방법을 적용해 총유사량을 산정하고 있으나 이 또한 홍수기에 국한되어 있다. 가장 일반적인 유사량 계측 방법인 시료 채집에 의한 방법은 많은 노력과 비용을 수반하기 때문에 유사량 관측소와 관측 빈도를 늘릴 수 없는 실정이다. 최근에는 ADCP 음파 신호의 후방산란도가 부유사 농도에 따라 증가한다는 성질을 이용해 부유사 농도 계측에 ADCP를 이용하고자 하는 노력이 계속되고 있다. 이러한 특성을 이용해 본 연구에서는 전라남도 나주시에 위치한 남평교 자동유량관측소에 설치된 횡방향 ADCP (H-ADCP)를 대상으로 서포트 벡터 회귀(SVR)를 적용한 실시간 유사량 모니터링 모형을 제안하였다. 여기서 제시하는 유사량산정 모형은 크게 유량과 초음파 산란도를 입력 변수로 해 부유사 농도를 산정하는 서포트 벡터 회귀 모형과 첫 번째 모형으로부터 산정된 부유사 농도와 흐름 정보를 이용해 총유사량을 산정하는 모형으로 구성되어 있다. 개발된 SVR 부유사량 및 총유사량 산정 모형의 정확도가 결정계수(R2) 기준으로 각각 0.82, 0.90 으로 나타났다. 주목할 점은, 본 연구에서 제시하는 SVR 모형을 이용해 멱함수 기반 유사량 관계식으로는 예측할 수 없는 유사량의 이력현상을 재현해낼 수 있다는 것이다. 본 연구에서 제시하는 H-ADCP 기반 총유사량 모니터링 방법은 기존 자동 유량 관측소 시설을 그대로 이용할 수 있다는 장점이 있다. 따라서 실무 적용 시 낮은 추가비용으로 양질의 유사량 모니터링이 가능할 것으로 기대된다.

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Calibration of the Ridge Regression Model with the Genetic Algorithm:Study on the Regional Flood Frequency Analysis (유전알고리즘을 이용한 능형회귀모형의 검정 : 빈도별 홍수량의 지역분석을 대상으로)

  • Seong, Gi-Won
    • Journal of Korea Water Resources Association
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    • v.31 no.1
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    • pp.59-69
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    • 1998
  • A regression model with basin physiographic characteristics as independent variables was calibrated for regional flood frequency analysis. In case that high correlations existing among the independent variables the ridge regression has been known to have capability of overcoming the problems of multicollinearity. To optimize the ridge regression model the cost function including regularization parameter must be minimized. In this research the genetic algorithm was applied on this optimization problem. The genetic algorithm is a stochastic search method that mimic the metaphor of natural biological heredity. Using this method the regression model could have optimized and stable weights of variables.

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Problems and Ways of Improvement towards the Maldevelopment of Reserved Areas of Natural Environments, Ulleung Island (울릉도 자연환경자원보호구역에서의 난개발 문제점과 개선방안)

  • Oh, Nam-Hyun
    • Journal of the Korean association of regional geographers
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    • v.7 no.3
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    • pp.14-28
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    • 2001
  • This study is to discuss the problems due to the maldevelopment occurred at the reserved areas of natural environments of the Ulleung Island, Gyeongsangbuk-do province, and it also suggests the ways of solving them The types of the maldevelopment practiced on the Ulleung Island consist of the change of land use, the opening of a round road, the destruction of mountains for the construction of harbor, the development of tourist areas, and the construction of military facilities. The decreased habitat of animals and the pollution of drinking water are occurred by the change of land use. The destruction of ecological system is due to the opening of a round road. The damage of natural landscape and the change of ocean eco-system is closely related to the construction of harbor and the destruction of mountains. Finally, the damage of rare plants and the pollution of drinking water are due to the development of tourist areas and the construction of military facilities. In the followings, the ways of solving the problems occurred by the various types of maldevelopment are suggested. First, the planning of pro-environmental development has to be established and practiced to preserve rare plants which are damaged due to the change of land use. Second, the destruction of natural landscape and resources has to be minimized by the implementation of environmental impact assesment when road and harbor are constructed. Third, the stones needed for the development of islands ought to be imported from mainland. Fourth, the established tourist areas are needed to rationally manage and the potential tourist areas has to be transferred to the reserved areas of natural environments. Fifth, military facilities should be constructed though the cooperation of autonomous local government. Finally, government officers' and residents' conscience of protecting and reserving natural environments is needed, and government has to give residents financial supports.

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