• 제목/요약/키워드: mortality statistics

검색결과 257건 처리시간 0.026초

Suitability of stochastic models for mortality projection in Korea: a follow-up discussion

  • Le, Thu Thi Ngoc;Kwon, Hyuk-Sung
    • Communications for Statistical Applications and Methods
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    • 제28권2호
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    • pp.171-188
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    • 2021
  • Due to an increased demand for longevity risk analysis, various stochastic models have been suggested to evaluate uncertainly in estimated life expectancy and the associated value of future annuity payments. Recently updated data allow us to analyze mortality for a longer historical period and extended age ranges. This study followed up previous case studies using up-to-date empirical data on Korean mortality and the recently developed R package StMoMo for stochastic mortality models analysis. The suitability of stochastic mortality models, focusing on retirement ages, was investigated with goodness-of-fit, validity of models, and ability of generating reasonable sets of simulation paths of future mortality. Comparisons were made across various types of models. Based on the selected models, the variability of important estimated measures associated with pension, annuity, and reverse mortgage were quantified using simulations.

시계열 이용기간에 따른 사망률 예측 비교 (A comparison of mortality projection by different time period in time series)

  • 김순영;오진호;김기환
    • 응용통계연구
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    • 제31권1호
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    • pp.41-65
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    • 2018
  • 우리나라의 경우 선진국에 비해 짧은 기간 동안 사망률 개선이 급속히 이루어짐에 따라 사망률 예측에 있어 모형의 선택뿐만 아니라 시계열 이용기간의 선정 또한 중요한 고려사항이 될 수 있다. 따라서 본 연구에서는 시계열 이용기간의 선택 관점에서 회귀모형을 이용하는 방법을 제안하였다. 또한 Lee-Carter (LC) 모형, LC류 (Lee-Miller (LM), Booth-Maindonald-Smith (BMS)) 그리고 비모수 모형(functional data model (FDM), Coherent FDM)을 토대로 시계열 이용기간을 다르게 적용할 경우 어떠한 문제가 발생되며, 연령별 사망률과 기대수명 예측력에 어떠한 차이를 보이는지 살펴보았다. 분석결과를 바탕으로 5개의 모형별 2030년까지 남녀의 연령별 사망률과 예측기대수명을 작성하고 통계청(Korean Statistical Information Service; KOSIS)에서 제공하는 장래 연령별 사망률과 기대수명과 비교하였다.

ON THE STRUCTURAL CHANGE OF THE LEE-CARTER MODEL AND ITS ACTUARIAL APPLICATION

  • Wiratama, Endy Filintas;Kim, So-Yeun;Ko, Bangwon
    • East Asian mathematical journal
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    • 제35권3호
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    • pp.305-318
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    • 2019
  • Over the past decades, the Lee-Carter model [1] has attracted much attention from various demography-related fields in order to project the future mortality rates. In the Lee-Carter model, the speed of mortality improvement is stochastically modeled by the so-called mortality index and is used to forecast the future mortality rates based on the time series analysis. However, the modeling is applied to long time series and thus an important structural change might exist, leading to potentially large long-term forecasting errors. Therefore, in this paper, we are interested in detecting the structural change of the Lee-Carter model and investigating the actuarial implications. For the purpose, we employ the tests proposed by Coelho and Nunes [2] and analyze the mortality data for six countries including Korea since 1970. Also, we calculate life expectancies and whole life insurance premiums by taking into account the structural change found in the Korean male mortality rates. Our empirical result shows that more caution needs to be paid to the Lee-Carter modeling and its actuarial applications.

평균수명을 이용한 사망률 예측모형 비교연구 (A Comparison Study for Mortality Forecasting Models by Average Life Expectancy)

  • 정승환;김기환
    • 응용통계연구
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    • 제24권1호
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    • pp.115-125
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    • 2011
  • 사망률 예측모형과 생명표 작성방법에 기반을 둔 예측평균수명 작성은 미래의 사망수준을 평가하는 효과적인 방법이 된다. 2006년 통계청에서 장래인구추계 작성 시 예측평균수명을 작성하였으나, 2006년 이후 현재까지 실제평균수명과 적지 않은 차이를 보이고 있어 평균수명의 증가속도를 반영하지 못하고 있다. 이의 원인으로는 전망치에 대한판단, 사망률 예측모형의 선택과 사용 등이 이유가 될 수 있다. 본 논문에서는 사망률 예측모형의 선택관점에서 이 문제를 살펴보고자 한다. 2011년 장래인구추계 작성을 앞둔 상황에서 오류의 반복을 피하기 위해서는 사망률 예측모형에 대한 특성 및 적용가능성에 대한 충분한 검토가 이루어진 후 적절한 모형을 선택해야 할 것이다. 사망률 예측모형은 주로 사용되고 있는 LC(Lee와 Carter) 모형과 이의 개선모형들, 사망확률 확장모형인 HP8(Heligman과 Pollard 8 parameters) 모형 등 모두 5개의 모형을 비교 분석하였다. 분석결과를 바탕으로 5개의 모형별로 2030까지의 남녀별 예측평균수명을 작성하여 제시하였고, 이를 통계청에서 제공하는 예측평균수명과 비교하였다. 5개의 모형에 의해 작성된 2030년까지의 새로운 예측평균수명은 통계청의 결과보다 높게 나타나 실제평균수명의 변화를 상대적으로 잘 반영하는 것으로 나타났다.

Cancer Incidence and Mortality in Osaka, Japan: Future Trends Estimation with an Age-Period-Cohort Model

  • Utada, Mai;Ohno, Yuko;Shimizu, Sachiko;Ito, Yuri;Tsukuma, Hideaki
    • Asian Pacific Journal of Cancer Prevention
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    • 제13권8호
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    • pp.3893-3898
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    • 2012
  • In previous studies we predicted future trends in cancer incidence for each prefecture in order to plan cancer control. Those predictions, however, did not take into account the characteristics of each prefecture. We therefore used the results of age-period-cohort analysis of incidence and mortality data of Osaka, and estimated the incidence and mortality of cancers at all sites and selected sites. The results reflect the characteristics of Osaka, which has and is expected to have large number of patients with liver cancer. We believe our results to be useful for planning and evaluating cancer control activities in Osaka. It would be worthwhile to base the estimation of cancer incidence and mortality in each prefecture on each population-based cancer registry.

Incidence and Mortality of Female Breast Cancer in Jiangsu, China

  • Wu, Li-Zhu;Han, Ren-Qiang;Zhou, Jin-Yi;Yang, Jie;Dong, Mei-Hua;Qian, Yun;Wu, Ming
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권6호
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    • pp.2727-2732
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    • 2014
  • Objectives: The aim of this study was to describe and analyze the incidence and mortality of female breast cancer in Jiangsu Province of China. Methods: Incidence and mortality data for female breast cancer and corresponding population statistics from eligible cancer registries in Jiangsu from 2006 to 2010 were collected and analyzed. Crude rates, age-specific rates and age-standardized rates of incidence and mortality were calculated, and annual present changes (APCs) were estimated to describe the time trends. Results: From 2006 to 2010, 11,013 new cases and 3,068 deaths of female breast cancer were identified in selected cancer registry areas of Jiangsu. The annual average crude incidence and age-standardized incidence by world population (ASW) were 25.2/ and 17.9/100,000 respectively. The annual average crude and ASW for mortality rates were 7.03/ and 4.81/100,000. The incidence was higher in urban areas than that in rural areas, and this was consistent in all age groups. No significant difference was observed in mortality between urban and rural areas. Two peaks were observed when looking at age-specific rates, one at 50-59 years and another at over 85 years. During the 5 years, incidence and mortality increased with APCs of 4.47% and 6.89%, respectively. Compared to the national level, Jiangsu is an area with relatively low risk of female breast cancer. Conclusion: Breast cancer has become a main public health problem among Chinese females. More prevention and control activities should be conducted to reduce the burden of this disease, even in relatively low risk areas like Jiangsu.

건강행위가 지역간 표준화사망률 변이에 미치는 영향 (Health behavior affecting on the regional variation of standardized mortality)

  • 한진아;김수정;김세롬;전기홍;이윤환;이순영
    • 보건교육건강증진학회지
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    • 제32권3호
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    • pp.23-31
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    • 2015
  • Objectives: The contribution of health behavior is high in the mortality variation. Mortality variation can be decreased through the policies and programs for improving health behavior. We investigated that health behaviors effected with standardized mortality in community. Methods: We examined the distribution of health determinant factors and correlation analyzed between factors and performed multiple linear regression. Data were collected from 2012 Community Health Survey in 253 communities, annual regional statistics, and statistics from Statistics Korea. Results: This study defined that the variation of standardized mortality and there are exist inequality level of health determinant factors in 253 communities. This study showed that the higher standardized mortality explained through health behavior factors of the current smoking rate, walking exercise rate and diagnosis of hypertension or diabetes rate after adjusted other factors(adjusted $R^2=0.709$, p<0.001). Conclusions: Smoking, walking exercise and diagnosis chronic disease affecting on the regional variation of standardized mortality. These factors can be improved by the local residents themselves.

Nationwide Mortality Data after Flow-Diverting Stent Implantation in Korea

  • Kim, Tackeun;Kwon, O-Ki;Lee, Heeyoung;Cho, Min Jai;Jeong, Hyun Jean;Ban, Seung Pil
    • Journal of Korean Neurosurgical Society
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    • 제61권2호
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    • pp.219-223
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    • 2018
  • Objective : To investigate nationwide statistics on flow-diverting stent usage for cerebral aneurysm treatment and related mortality data. Methods : We requested data extraction from the National Health Insurance Service claims database using electronic data interchange codes (J3207064, J3207073). Patient and hospital information as well as death statistics were collected from the database. Results : A total of 169 procedures were performed using flow-diverting stents for cerebral aneurysm treatment from November 2014 to December 2016 in Korea. The majority of primary diagnosis was unruptured intracranial aneurysm. During the study period, nine subjects died, including one patient initially diagnosed with subarachnoid hemorrhage. The crude mortality rate was 5.3%. Five patients died within one month after the procedure; therefore, the estimated periprocedural mortality rate was $3.0{\pm}1.3%$. The mortality rate as of the last day of 2016 was $6.3{\pm}2.1%$. Conclusion : In a 171 person-year follow-up in a Korean series, nine deaths occurred after flow-diverting stent treatment. The crude mortality rate in Korea (5.3%) was higher than that reported in a previous meta-analysis (3.8%).

Age-Period-Cohort Analysis of Liver Cancer Mortality in Korea

  • Park, Jihwan;Jee, Yon Ho
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권18호
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    • pp.8589-8594
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    • 2016
  • Background: Liver cancer is one of the most common causes of death in the world. In Korea, hepatitis B virus (HBV) is a major risk factor for liver cancer but infection rates have been declining since the implementation of the national vaccination program. In this study, we examined the secular trends in liver cancer mortality to distinguish the effects of age, time period, and birth cohort. Materials and Methods: Data for the annual number of liver cancer deaths in Korean adults (30 years and older) were obtained from the Korean Statistical Information Service for the period from 1984-2013. Joinpoint regression analysis was used to study the shapes of and to detect the changes in mortality trends. Also, an age-period-cohort model was designed to study the effect of each age, period, and birth cohort on liver cancer mortality. Results: For both men and women, the age-standardized mortality rate for liver cancer increased from 1984 to 1993 and decreased thereafter. The highest liver cancer mortality rate has shifted to an older age group in recent years. Within the same birth cohort group, the mortality rate of older age groups has been higher than in the younger age groups. Age-period-cohort analysis showed an association with a high mortality rate in the older age group and in recent years, whereas a decreasing mortality rate were observed in the younger birth cohort. Conclusions: This study confirmed a decreasing trend in liver cancer mortality among Korean men and women after 1993. The trends in mortality rate may be mainly attributed to cohort effects.

Possible Effect of Implementing a National Query Program on Site-Specific Cancer Mortality Rates in Taiwan

  • Lin, Ching-Yih;Cheng, Tain-Junn;Peng, Hua-Chun;Chen, Lea-Hua;Huang, Shiuh-Ming;Lu, Tsung-Hsueh
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권2호
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    • pp.793-796
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    • 2014
  • Background: This study aimed to examine possible effects of implementing a national query program on site-specific cancer mortality rates. Materials and Methods: A total of 2,874 query letters were sent out by the Department of Statistics, Ministry of Health and Welfare of Taiwan between January 2009 and December 2011 to medical certifiers who reported "neoplasm with uncertain nature" on the death certificate asking for more detailed information for coding. Results: Of the 2,571 responses, in 1,398 cases (54%) medical certifiers were still unable to determine the nature of the neoplasm. There were four neoplasm sites for which more than 50% of the responses changed the category to malignant, the gastrointestinal system (73%), urinary system (60%), stomach (55%) and rectum (53%). The liver was the cancer site that showed the largest absolute increase in the number of deaths after the query; however, the brain showed the largest relative increase, at 12%. Conclusions: Different neoplasm sites showed different magnitudes of change in nature after the query. Brain cancer mortality rates exhibited the largest increase.