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Statistical Estimation of Optimal Dividend Barrier for Insurance Portfolios

Research Project

Project/Area Number 16K00036
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Mathematical informatics
Research InstitutionKeio University

Principal Investigator

Shiraishi Hiroshi  慶應義塾大学, 理工学部(矢上), 准教授 (90454024)

Project Period (FY) 2016-10-21 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2020: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2019: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2018: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords保険数理 / Levy過程 / 最適配当境界 / リサンプリング / M推定量 / 破産理論 / 経験過程 / 危険理論 / Wiener-Poisson過程 / V統計量 / U統計量 / Hawkes過程 / INAR過程 / 複合ポアソン過程 / 統計的推定 / 統計数学 / 配当戦略
Outline of Final Research Achievements

In this study, we established a statistical inference theory for optimal dividend barrier in the field of ruin theory, a branch of actuarial science.
The insurer's surplus is modeled in terms of three factors: initial capital, premium income, and claim payments, and is represented classically by the Cramer-Lundberg model and in recent years by the Levy insurance model.
The optimal dividend barrier is a threshold on this surplus, defined as the threshold that minimizes a certain loss function. In this study, we propose a statistical method for estimating the optimal dividend barrier, and we derive the consistency and asymptotic normality of the estimator in the case of the Levy insurance model, and confirm the usefulness of the proposed method through simulations.

Academic Significance and Societal Importance of the Research Achievements

本研究では、最適配当境界を統計的に推定するために、観測されたパスの増分をリサンプリングした疑似的なサンプルパスを複数生成し、それを使って損失関数の推定量を構成し、それを最小化した閾値を最適配当境界の推定量と定義する。この推定量はそれぞれのパスをランダム要素を見たときのM推定量の1つと定義することができ、興味のあるパラメータがサンプルパスの影響を受けるような場合の問題に一般化できる。本研究の結果は一般のM推定量の枠組みに拡張できることから、保険数理の分野のみならず多くの分野への活用が期待できる。

Report

(7 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (41 results)

All 2022 2021 2020 2019 2018 2017 2016 Other

All Int'l Joint Research (4 results) Journal Article (10 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 7 results,  Open Access: 4 results) Presentation (24 results) (of which Int'l Joint Research: 9 results) Book (2 results) Funded Workshop (1 results)

  • [Int'l Joint Research] University of Southampton(英国)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] HK University of Science and Technology(中国)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] University of Southampton(英国)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] University of Southampton(United Kingdom)

    • Related Report
      2016 Research-status Report
  • [Journal Article] Hawkes過程における2つの推定手法の比較と実データ解析への応用2021

    • Author(s)
      茅根脩司、白石博
    • Journal Title

      数理統計(統計数理研究所)

      Volume: 69(2) Pages: 181-208

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Hawkes グラフを用いた多変量計数データのイベントの伝播構造の推移の可視化とその生命保険事業への応用の可能性の検討2020

    • Author(s)
      白石 博
    • Journal Title

      生命保険論集 (生命保険文化センター)

      Volume: 213 Pages: 125-170

    • NAID

      130008149641

    • Related Report
      2020 Research-status Report
  • [Journal Article] Hawkes 過程を利用したシステミックリスク定量化2020

    • Author(s)
      泉澤 佑,白石 博
    • Journal Title

      JARIP Bulletin

      Volume: 4(1) Pages: 31-51

    • Related Report
      2020 Research-status Report
  • [Journal Article] Association between prehospital transfer distance and surgical mortality in emergency thoracic aortic surgery2020

    • Author(s)
      Yu Izumisawa, Hideki Endo, Nao Ichihara, Arata Takahashi, Kan Nawata, Hiroshi Shiraishi, Hiroaki Miyata, Noboru Motomura
    • Journal Title

      The Journal of Thoracic and Cardiovascular Surgery

      Volume: - Issue: 1 Pages: 28-35.e1

    • DOI

      10.1016/j.jtcvs.2020.03.043

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Local asymptotic normality and efficient estimation for multivariate GINAR(p) models2019

    • Author(s)
      Hiroshi Shiraishi
    • Journal Title

      Cogent Mathematics & Statistics

      Volume: 6 Issue: 1 Pages: 1695437-1695437

    • DOI

      10.1080/25742558.2019.1695437

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Nonparametric Estimation for Optimal Dividend Varrier2018

    • Author(s)
      大石 惇喜、白石 博
    • Journal Title

      Journal of the Japan Statistical Society, Japanese Issue

      Volume: 48 Issue: 1 Pages: 1-28

    • DOI

      10.11329/jjssj.48.1

    • NAID

      130007623072

    • ISSN
      0389-5602, 2189-1478
    • Year and Date
      2018-09-26
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Semiparametric estimation in the optimal dividend barrier for the classical risk model2018

    • Author(s)
      Shiraishi Hiroshi、Lu Zudi
    • Journal Title

      Scandinavian Actuarial Journal

      Volume: 2018 Issue: 9 Pages: 845-862

    • DOI

      10.1080/03461238.2018.1463557

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] VARモデルを用いた死亡率予測手法の提案と予測精度の比較2018

    • Author(s)
      系 行健、白石 博
    • Journal Title

      日本保険・年金リスク学会誌:ジャリップジャーナル

      Volume: 10 Pages: 1-19

    • NAID

      40021737586

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Higher-order asymptotic theory of shrinkage estimation for general statistical models2018

    • Author(s)
      Shiraishi Hiroshi、Taniguchi Masanobu、Yamashita Takashi
    • Journal Title

      journal of Multivariate Analysis

      Volume: 166 Pages: 198-211

    • DOI

      10.1016/j.jmva.2018.03.006

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 保険会社における最適配当境界のパラメトリック推定2017

    • Author(s)
      八木 彰子,白石 博
    • Journal Title

      早稲田大学理工研報告.特集号

      Volume: 印刷中 Pages: 3-14

    • Related Report
      2016 Research-status Report
  • [Presentation] Time Series Quantile Regression by using Random Forests2022

    • Author(s)
      Hiroshi Shiraishi, Ryotaro Shibuki, Tomoshige Nakamura
    • Organizer
      Waseda International Symposium : Topological Data Science, Causality, Analysis of Variance & Time Series
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ランダムフォレストを用いた時系列分位点回帰2021

    • Author(s)
      白石博、澁木涼太郎、中村知繁
    • Organizer
      科研費シンポジウム「多様な分野における統計科学に関する理論と方法論の革新的展開」
    • Related Report
      2021 Annual Research Report
  • [Presentation] Semiparametric estimation of optimal dividend barrier for Levy processes2021

    • Author(s)
      Hiroshi Shiraishi, Yasutaka Shimizu
    • Organizer
      4th International Conference on Econometrics and Statistics (EcoSta2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ランダムフォレストを用いた時系列分位点回帰2021

    • Author(s)
      澁木涼太郎、白石博、中村知繁
    • Organizer
      2021年度統計関連学会連合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 拡散摂動モデルの下での最適配当境界のセミパラメトリック推定2020

    • Author(s)
      白石 博,清水 泰隆
    • Organizer
      2020年度統計関連学会連合大会
    • Related Report
      2020 Research-status Report
  • [Presentation] Hawkesグラフを用いたイベントの伝播構造の可視化とその生命保険事業への応用の可能性の検討2020

    • Author(s)
      白石 博
    • Organizer
      保険学セミナー
    • Related Report
      2020 Research-status Report
  • [Presentation] Local Asymptotic Normality and Efficient Estimation for Multivariate GINAR(p) Models2019

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      2019 NBER-NSF Time Series Conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Time-varying graphs by locally stationary Hawkes processes2019

    • Author(s)
      Hiroshi Shiraishi, Taiga Uno, Yu Izumisawa, Junichi Hirukawa
    • Organizer
      Ecosta 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Multivariate Hawkes Processを用いた仮想通貨の値動きのモデリング2019

    • Author(s)
      茅根 脩司, 白石 博
    • Organizer
      2019年度 統計関連学会連合大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 条件付き確率場を用いた口形遷移情報からの読唇手法の提案と評価2019

    • Author(s)
      酒井 悠斗, 白石 博
    • Organizer
      2019年度 統計関連学会連合大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 離散観測データを用いた最適配当境界のノンパラメトリック推定について2019

    • Author(s)
      宇野 大我, 白石 博
    • Organizer
      2019年度 統計関連学会連合大会
    • Related Report
      2019 Research-status Report
  • [Presentation] Local Asymptotic Normality and Efficient Estimation for Multivariate INAR(p) Models2019

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      Kinosaki Seminar Data Science&Causality
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 局所定常Hawkes過程のグラフによる可視化2018

    • Author(s)
      白石博,宇野大我,泉澤佑,蛭川潤一
    • Organizer
      大規模統計モデリングと計算統計V
    • Related Report
      2018 Research-status Report
  • [Presentation] INAR(p)過程における変化点検出2018

    • Author(s)
      泉澤佑,白石博
    • Organizer
      2018年度 統計関連学会連合大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 局所定常Hawkes過程のグラフによる可視化2018

    • Author(s)
      白石博,宇野大我,泉澤佑,蛭川潤一
    • Organizer
      2018年度 統計関連学会連合大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Time-varying Graphs By Locally Stationary Hawkes processes2018

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      HKUSR-Keio University Joint Workshop on Mathematics and Applications
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Systemic Risk Assessment by Hawkes Processes2018

    • Author(s)
      Yu Izumisawa, Takaaki Koike, Hiroshi Shiraishi
    • Organizer
      2018 Kagawa International Symposium
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Semiparametric Estimation for Optimal Dividend Barrier with Insurance Portfolio2017

    • Author(s)
      白石 博, Zudi Lu
    • Organizer
      2017年度 統計関連学会連合大会
    • Related Report
      2017 Research-status Report
  • [Presentation] マーク付き多次元Hawkes過程によるシステミックリスク評価2017

    • Author(s)
      泉澤 佑,白石 博
    • Organizer
      2017年度 統計関連学会連合大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 長期記憶性を持ったポートフォリオの分散に対する収束レートの比較2017

    • Author(s)
      阿部 文貴,白石 博
    • Organizer
      2017年度 統計関連学会連合大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Semiparametric estimation for optimal dividend barrier with insurance portfolio2017

    • Author(s)
      Hiroshi Shiraishi, Zudi Lu
    • Organizer
      1st International Conference on Econometrics and Statistics (EcoSta 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 長期記憶性を持った高次元ポートフォリオの分散に対する収束性の比較2017

    • Author(s)
      阿部 文貴,白石 博
    • Organizer
      科研費シンポジウム「多様な分野における統計科学の総合的研究」
    • Related Report
      2017 Research-status Report
  • [Presentation] Hawkes 過程によるシステミックリスク評価2017

    • Author(s)
      泉澤 佑,白石 博
    • Organizer
      科研費シンポジウム「多様な分野における統計科学の総合的研究」
    • Related Report
      2017 Research-status Report
  • [Presentation] Nonparametric estimation for optimal dividend barrier with insurance portfolio2016

    • Author(s)
      Hiroshi Shiraishi
    • Organizer
      10th International Conference on Computational and Financial Econometrics (CFE2016)
    • Place of Presentation
      Seville(Spain)
    • Year and Date
      2016-12-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Book] 時系列データ解析2022

    • Author(s)
      白石博
    • Total Pages
      248
    • Publisher
      森北出版
    • ISBN
      4627082517
    • Related Report
      2021 Annual Research Report
  • [Book] Statistical portfolio estimation2018

    • Author(s)
      Taniguchi Masanobu, Shiraishi Hiroshi, Hirukawa Junichi, Solvang Hiroko Kato, Yamashita Takashi
    • Total Pages
      388
    • Publisher
      CRC Press
    • ISBN
      9781466505605
    • Related Report
      2017 Research-status Report
  • [Funded Workshop] Keio International Symposium "Statistical Analysis for High-Dimensional, Circular or Time Series Data"2017

    • Place of Presentation
      Keio University, Hiyoshi Campus, Raiosha, 2nd Floor, large conference room
    • Year and Date
      2017-03-02
    • Related Report
      2016 Research-status Report

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Published: 2016-10-24   Modified: 2023-01-30  

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