Statistical theory on the simulation of lifetime medical expenditures using receipt data
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- Masuhara Hiroaki
- Hiroshima International University, Faculty of Health Services management
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- Konishi Mikihiko
- Hiroshima International University, Faculty of Health Services management
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- Choui Masami
- Hiroshima International University, Faculty of Health Services management
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- Hayashi Yukinari
- Hiroshima International University, Faculty of Health Services management
Bibliographic Information
- Other Title
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- 保険者医療費データによる生涯医療費シミュレーションのための統計理論
- ホケンシャ イリョウヒ データ ニ ヨル ショウガイ イリョウヒ シミュレーション ノ タメ ノ トウケイ リロン
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Abstract
To discuss the reform of the medical insurance system, it is important to estimate lifetime medical costs. However, when using receipt data, there are three problems to estimate lifetime medical costs. First, since there is no data covering from birth to death, we use longitudinal data with a few years and simulate lifetime medical costs using some random variables. Second, many studies are not robust and parametric. They use type 2 Tobit model and bivariate normal random variables to simulate lifetime medical costs. Third, to avoid the parametric problem, Eichner et al. (1996, 2002) apply semiparametric random variables based on the resemble sample. However, this method is statistically inconsistent. To simulate lifetime medical costs, this paper proposes a new method. We generalize the type 2 Tobit model using Hermite polynomials. In simulation, we propose semiparametric random variables which are generated by Metropolis-Hastings algorithm.
Journal
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- Journal of Japanese Association for Health Care Administrators
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Journal of Japanese Association for Health Care Administrators 9 (1), 47-56, 2015
Japanese Association for Health Care Administrators
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Details 詳細情報について
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- CRID
- 1390282680486129152
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- NII Article ID
- 130005133255
- 40020800588
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- NII Book ID
- AA12629272
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- ISSN
- 21878951
- 18837905
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- NDL BIB ID
- 027133770
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- Text Lang
- ja
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- Data Source
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- JaLC
- NDL
- CiNii Articles
- KAKEN
- Crossref
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- Abstract License Flag
- Disallowed