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題名 死亡率模型、保單貼現與最適保險之研究
Three Essays on Life Insurance作者 宮可倫 貢獻者 蔡政憲
宮可倫關鍵詞 死亡率模型
保單貼現
最適保險日期 2016 上傳時間 4-一月-2017 11:55:57 (UTC+8) 摘要 本篇論文共包含三章。第一章討論一個近似因子模型(approximate factor model)在死亡率模型上的應用,死亡率模型應用需要考慮大量的死亡率變數,但現有的資料年數卻比死亡率變數還少。在多族群死亡率的應用上需考慮的變數更多,且成長的速度較資料更新的速度更快。在這種情形下,若我們使用因素分析去估計死亡率的因子,則估計方法無法保證因子有統計上的一致性。此時,我們應採用近似因子模型的架構進行統計推論。在應用上,我利用近似因子模型中的三個模型(APCA、HFA與POET)估計單國與多國死亡率,結果發現在小樣本的情形下,近似因子模型在配適與預測皆較傳統模型準確。最後我以Diebold-Mariano Test來檢定近似因子模型的預測準確度,結果顯示近似因子模型在綜合考慮期望值與變異數的結果下較傳統模型準確。第二章討論保單貼現(Life settlement)的利差決定因子(yield determinant)。我利用美國一間公司的實際交易資料估計決定保單貼現預期利差的因素,結果發現除了年齡、性別以外,保險公司的評等與被保險人之間健康程度的不同也會影響價格。此外,我也發現在資料期間內(2009-2011)股票市場的溢酬並不影響利差,顯示保單貼現有可能成為zero-beta的投資標的。第三章討論一個最適保險的問題。我在Munk and Sorensen (2010)的金融市場與Huang, Milevsky, and Wang (2008)的目標函數架構下,推導出家戶最適的消費、投資與保險需求。另外,我估計保險的附加費用對消費、投資與保額的影響。結果發現附加費用會透過人力資本影響最適投資與消費。 參考文獻 Bai, J., 2003, Inferential theory for factor models of large dimensions. Econometrica, 71, 1, 135–171.Bai, J. and S. Ng, 2002, Determining the number of factors in approximate factor models. Econometrica, 70, 1, 191–221.Bell, W. and B. Monsell, 1991, Using principal components in time series modelling and forecast- ing of age specific mortality rates. Paper presented at the American Statistical Association 1991 Proceedings of the Social Statistics Section.Booth, H. and L. Tickle, 2008, Mortality modelling and forecasting: a review of methods. Annals of Actuarial Science, 3, 3–43.Brouhns, N., M. Denuit, and J. K. Vermunt, 2002, A poisson log-bilinear regression approach to the construction of projected lifetables. Insurance: Mathematics and Economics, 31, 3, 373–393.Cairns, A. J., D. Blake, K. Dowd, G. D. Coughlan, and M. Khalaf-Allah, 2011, Bayesian stochastic mortality modelling for two populations. ASTIN Bulletin, 41, 29–59.Cairns, A. J. G., D. Blake, and K. Dowd, 2008, Modelling and management of mortality risk: a review. Scandinavian Actuarial Journal, 2008, 2-3, 79–113.Chamberlain, G. and M. Rothschild, 1983, Arbitrage, factor structure, and mean-variance anal- ysis on large asset markets. Econometrica, 51, 5, 1281–304.Chen, H., R. D. MacMinn, and S. Tao, 2014, Mortality dependence and longevity bond pricing: A dynamic factor copula mortality model with the gas structure. Working paper.Clark, T. E. and M. W. McCracken, 2001, Tests of equal forecast accuracy and encompassing for nested models. Journal of Econometrics, 105, 1, 85 – 110.Connor, G. and R. A. Korajczyk, 1986, Performance measurement with the arbitrage pricing theory: A new framework for analysis. Journal of Financial Economics, 15, 3, 373–394.Connor, G. and R. A. Korajczyk, 1988, Risk and return in an equilibrium apt: Application of a new test methodology. Journal of Financial Economics, 21, 2, 255–289.Diebold, F. X., 2015, Comparing predictive accuracy, twenty years later: A personal perspective on the use and abuse of diebold–mariano tests. Journal of Business & Economic Statistics, 33, 1, 1–1.Diebold, F. X. and R. S. Mariano, 1995, Comparing predictive accuracy. Journal of Business & Economic Statistics, 13, 3, 253–263.Fan, J., Y. Liao, and M. Mincheva, 2013, Large covariance estimation by thresholding princi- pal orthogonal complements. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 75, 4, 603–680.Gao, Q. and C. Hu, 2009, Dynamic mortality factor model with conditional heteroskedasticity. Insurance: Mathematics and Economics, 45, 3, 410–423.Girosi, F. and G. King, 2007, Understanding the lee-carter mortality forecasting method. Work- ing paper.Hyndman, R. J. and S. Ullah, 2007, Robust forecasting of mortality and fertility rates: a functional data approach. Computational Statistics & Data Analysis, 51, 10, 4942–4956.Jarner, S. F. and E. M. Kryger, 2011, Modelling adult mortality in small populations: The saint model. Astin Bulletin, 41, 2, 377–418.Johnson, N. L., S. Kotz, and N. Balakrishnan, 1997, Discrete Multivariate Distributions. Wiley- Interscience.Jones, C. S., 2001, Extracting factors from heteroskedastic asset returns. Journal of Financial Economics, 62, 2, 293–325.J ̈oreskog, K. G., 1967, Some contributions to maximum likelihood factor analysis. Psychome- trika, 32, 4, 443–482.Lee, R. D. and L. R. Carter, 1992, Modeling and forecasting us mortality. Journal of the American Statistical Association, 87, 419, 659–671.Li, J. S.-H. and M. R. Hardy, 2011, Measuring basis risk in longevity hedges. North American Actuarial Journal, 15, 2, 177–200.Li, N. and R. Lee, 2005, Coherent mortality forecasts for a group of populations: An extension of the lee-carter method. Demography, 42, 3, 575–594.Lin, Y., S. Liu, and J. Yu, 2013, Pricing mortality securities with correlated mortality indexes. Journal of Risk and Insurance, 80, 4, 921–948.Mitchell, D., P. Brockett, R. Mendoza-Arriaga, and K. Muthuraman, 2013, Modeling and fore- casting mortality rates. Insurance: Mathematics and Economics, 52, 2, 275 – 285.O’Hare, C. and Y. Li, 2012, Explaining young mortality. Insurance: Mathematics and Eco- nomics, 50, 1, 12 – 25.Plat, R., 2009, On stochastic mortality modeling. Insurance: Mathematics and Economics, 45, 3, 393–404.Renshaw, A. E. and S. Haberman, 2006, A cohort-based extension to the lee–carter model for mortality reduction factors. Insurance: Mathematics and Economics, 38, 3, 556–570.West, K. D., 1996, Asymptotic inference about predictive ability. Econometrica, 64, 5, 1067–84. Yang, S. S. and C.-W. Wang, 2013, Pricing and securitization of multi-country longevity riskwith mortality dependence. Insurance: Mathematics and Economics, 52, 2, 157–169.Zhu, N. and D. Bauer, 2014, A cautionary note on natural hedging of longevity risk. NorthAmerican Actuarial Journal, 18, 1, 104–115.Alexopoulou, I., Bunda, I., and Ferrando, A., 2009, Determinants of Government Bond Spreads in New EU Countries, Working Paper Series, European Central Bank.Attanasio, O. P., and Emmerson, C., 2003, Mortality, health status, and wealth, Journal of the European Economic Association, 1: 821-850.Braun, A., Gatzert, N., and Schmeiser, H., 2012, Performance and Risks of Open-End Life Settlement Funds, Journal of Risk and Insurance, 79: 193-229.Brealey, R., Myers, M. and Allen, F., 2011, Principles of Corporate Finance 10th ed.,(New York, NY: McGraw-Hill).Cairns, A. J. G., Blake, D., and Dowd, K., 2006, A Two-Factor Model for Stochastic Mortality with Parameter Uncertainty: Theory and Calibration, Journal of Risk and Insurance, 73: 687-718.Chen, H., Cox, S.H., and Wang, S.S., 2010, Is the Home Equity Conversion Mortgage in the United States Sustainable? Evidence from Pricing Mortgage Insurance Premiums and Non- Recourse Provisions Using the Conditional Esscher Transform, Insurance: Mathematics and Economics, 46: 173-185.Chen, L., Lesmond, D. A., and Wei, J., 2007, Corporate Yield Spreads and Bond Liquidity, Journal of Finance, 62: 119–149.Collin-Dufresne, P., Goldstein, R. S., and Martin, J. S., 2001, The Determinants of Credit Spread Changes, Journal of Finance, 56: 2177–2207.Conning & Company, 2011, Conning Research: Conning Research: Life Settlements - An Asset Class Resets. World Wide Web: www.conning.com.Duffee, G., 1999, Estimating the Price of Default Risk, The Review of Financial Studies, 12: 197–226.Duffie, D., and Singleton, K. J.,1997, An Econometric Model of the Term Structure of Interest Rate Swap Yields, Journal of Finance, 52:1287-1321.Elton, E, M., Gruber, J., Agrawal, D., and Mann, C., 2001, Explaining the Rate Spread on Corporate Bonds, Journal of Finance, 56: 247-277.Fama, E. F., and French, K. R., 1996, Multifactor Explanations of Asset Pricing Anomalies, Journal of Finance, 51: 55-84.Fier, S. G., and Liebenberg, A. P., 2012, Life Insurance Lapse Behavior, Working Paper.Fang, H. and Kung, E., 2012, Why do life insurance policyholders lapse? The roles of income, health and bequest motive shocks, National Bureau of Economic Research, Working Paper No. w17899.Gatzert, N., 2010, The Secondary Market for Life Insurance in the U.K., Germany, and the U.S.: Comparison and Overview, Risk Management and Insurance Review, 13: 279-301.Giacalone, J. A., 2001, Analyzing An Emerging Industry: Viatical Transactions and the Sec- ondary Market for Life Insurance Policies, Southern Business Review, 27: 1-7.Ingraham, H. G., and Salani, S. S., 2004, Life Settlements as a Viable Option, Journal of Financial Service Professionals, 58: 72-76.Jegadeesh N., and Titman S., 2001, Profitability of Momentum Strategies: An Evaluation of Alternative Explanations, Journal of Finance, 56: 699-720.Kim, C., 2005, Surrender Rate Impacts on Asset Liability Management, Asia-Pacific Journal of Risk and Insurance, 1: 62-96.Kuo, W., Tsai, C., and Chen, W., 2003, An Empirical Study on the Lapse Rate: The Cointe- gration Approach, Journal of Risk and Insurance, 70: 489-508.Lee, R. D. and Carter, L., 1992, Modeling and Forecasting the Time Series of U.S. Mortality, Journal of the American Statistical Association, 87: 659-671.Lee, R. D., and Miller, T., 2001, Evaluating the Performance of the Lee-Carter Model for Forecasting Mortality, Demography, 38: 537-549.Leimberg, S. R., Weinberg, M. D., Weinberg, B. T., and Callahan, C. J., 2008, Life Settlements: Know When to Hold and Know When to Fold, Journal of Financial Service Professionals, 62: 61-72.Longstaff, F. A., and Schwartz, E. S., 1995, A Simple Approach to Valuing Risky Fixed and Floating Rate Debt, Journal of Finance, 3: 789–819.Ortiz, C. E., Stone, C. A., and Zissu, A., 2008, Securitization of Senior Life Settlements: Manag- ing Interest Rate Risk with a Planned Duration Class, Journal of Financial Transformation, 23: 35-41.Perera, N., and Reeves, B., 2006, Risk Mitigation for Life Settlements, Journal of StructuredFinance, 12: 55-60.Seitel, C., 2006, Inside the Life Settlement Industry: An Institutional Investor’s Perspective,Journal of Structured Finance, 12: 38-40.Seitel, C., 2007, Inside the Life Settlement Industry: A Provider’s Reflections on the Challengesand Opportunities, Journal of Structured Finance, 13: 70-75.Sharpe, W. F., 1964, Capital Asset Prices: A Theory of Market Equilibrium under Conditionsof Risk, Journal of Finance, 19: 425-442.Smith, B. B., and Washington, S. L., 2006, Acquiring Life Insurance Portfolios: Diversifyingand Minimizing Risk, Journal of Structured Finance, 41-45.Stohs, M. H. and Mauer, D. C., 1996, The Determinants of Corporate Debt Maturity Structure,Journal of Business, 69: 279-312.Stone, C. A., and Zissu, A., 2006, Securitization of Senior Life Settlements: Managing ExtensionRisk, Journal of Derivatives, 13: 66-72.Stone, C. A., and Zissu, A., 2007, The Return on a Pool of Senior Life Settlements, Journal ofStructured Finance, 13:62-69.Taiwan Insurance Institute, 2009, Taiwan Standard Ordinary Experience Mortality and LapseRate Report (Taipei, Taiwan: Taiwan Insurance Institute).Tsai, C., W. Kuo, and Chen W., 2002, Early Surrender and the Distribution of Policy Reserves,Insurance: Mathematics and Economics, 31: 429-445.Tsai, C., W. Kuo, and Chiang, D. M., 2009, The Distributions of Policy Reserves Considering the Policy-Year Structures of Surrender Rates and Expense Rations, Journal of Risk and Insurance, 76: 909-931.Wang, J. L., Hsieh, M. H., and Tsai, C., 2011, Using Life Settlements to Hedge the Mortality Risk of Life Insurers: An Asset-Liability Management Approach, Working Paper, Presented at 2012 ARIA Meeting.Ziser, B., 2006, Life Settlements Today: A Secret No More, Journal of Structured Finance, 12: 35-37.Ziser, B., 2007, An Eventful Year in the Life Settlement Industry, Journal of Structured Finance, 13: 40-43.Bodie, Z., R. C. Merton, and W. F. Samuelson, 1992, Labor supply flexibility and portfolio choice in a life-cycle model, Journal of Economic Dynamics & Control 16, 427-449.Brennan, Michael J, and Yihong Xia, 2000, Stochastic interest rates and the bond-stock mix, European Finance Review 4, 197-210.Campbell, J. Y., and L. M. Viceira, 2001, Who should buy long-term bonds?, American Eco- nomic Review 91, 99-127.Campbell, R. A., 1980, The demand for life-insurance - an application of the economics of uncertainty, Journal of Finance 35, 1155-1172.Cocco, J. F., F. J. Gomes, and P. J. Maenhout, 2005, Consumption and portfolio choice over the life cycle, Review of Financial Studies 18, 491-533.Constantinides, G. M., J. B.Donaldson, and R. Mehra, 2002, Junior can’t borrow: A new perspective on the equity premium puzzle, Quarterly Journal of Economics 117, 269-296.Deelstra, G., M. Grasselli, and P. F. Koehl, 2000, Optimal investment strategies in a cir frame- work, Journal of Applied Probability 37, 936-946.Duffie, D., W. Fleming, H. M. Soner, and T. Zariphopoulou, 1997, Hedging in incomplete markers with hara utility, Journal of Economic Dynamics & Control 21, 753-782.Eeckhoudt, L., C. Gollier, and H. Schlesinger, 1996, Changes in Background Risk and Risk Taking Behavior, Econometrica, 64, 683-689.Ekeland, I., O. Mbodji, and T. A.Pirvu, 2012, Time-consistent portfolio management, SIAM Journal on Financial Mathematics 3, 1-32.Gollier, C., and J. W. Pratt, 1996, Risk Vulnerability and the Tempering Effect of Background Risk, Econometrica, 64, 1109-1123.Gourinchas, P. O., and J. A. Parker, 2002, Consumption Over the Life Cycle, Econometrica, 70, 47-89.Hansen, G. D., and S. I ̇mrohoro ̆glu, 2008, Consumption over the life cycle: The role of annuities. Review of economic Dynamics, 11, 566-583.He, H., and H.F. Pages, 1993, Labor income, borrowing constraints, and equilibrium asset prices, Economic Theory 3, 663-696.Heaton, J., and D. Lucas, 1997, Market frictions, savings behavior, and portfolio choice, Macroe- conomic Dynamics 1, 76-101.Huang, H. X., and M. A. Milevsky, 2008, Portfolio choice and mortality-contingent claims: The general hara case, Journal of Banking & Finance 32, 2444-2452.Huang, H. X., M. A. Milevsky, and J. Wang, 2008, Portfolio choice and life insurance: The crra case, Journal of Risk and Insurance 75, 847-872.Ingersoll, J.E., 1987, Theory of financial decision making: Rowman & Littlefield.Koo, H. K., 1998, Consumption and portfolio selection with labor income: A continuous timeapproach, Mathematical Finance 8, 49-65.Kraft, H., and C. Munk, 2011, Optimal housing, consumption, and investment decisions overthe life cycle, Management Science 57, 1025-1041.Kimball, M. S., 1993, Standard Risk-Aversion, Econometrica, 61, 589-611.Lewis, F. D., 1989, Dependents and the demand for life-insurance, American Economic Review 79, 452-467.Liu, J., 2007, Portfolio selection in stochastic environments, Review of Financial Studies 20, 1-39.Merton, R. C., 1971, Optimum consumption and portfolio rules in a continuous-time model, Journal of Economic Theory 3, 373-413.Munk, C., 2000, Optimal consumption/investment policies with undiversifiable income risk and liquidity constraints, Journal of Economic Dynamics & Control 24, 1315-1343.Munk, C., and C. Sorensen, 2004, Optimal consumption and investment strategies with stochas- tic interest rates, Journal of Banking & Finance 28, 1987-2013.Munk, C., and C. Sorensen, 2010, Dynamic asset allocation with stochastic income and interest rates, Journal of Financial Economics 96, 433-462.Pirvu, T. A., and H. Y. Zhang, 2012, Optimal investment, consumption and life insurance under mean-reverting returns: The complete market solution, Insurance Mathematics & Economics 51, 303-309.Pliska, S. R., and J. C. Ye, 2007, Optimal life insurance purchase and consumption/investment under uncertain lifetime, Journal of Banking & Finance 31, 1307-1319.Richard, S.F., 1975, Optimal consumption, portfolio and life insurance rules for an uncertain lived household in a continuous time model, Journal of Financial Economics 2, 187-203.Sangvinatsos, A., and J. A. Wachter, 2005, Does the failure of the expectations hypothesis matter for long-term investors?, Journal of Finance 60, 179-230.Sorensen, C., 1999, Dynamic asset allocation and fixed income management, Journal of Finan- cial and Quantitative Analysis 34, 513-531.Vasicek, O., 1977, Equilibrium characterization of term structure, Journal of Financial Eco- nomics 5, 177-188.Viceira, L. M., 2001, Optimal portfolio choice for long-horizon investors with nontradable labor income, Journal of Finance 56, 433-470. 描述 博士
國立政治大學
風險管理與保險研究所
99358501資料來源 http://thesis.lib.nccu.edu.tw/record/#G0993585011 資料類型 thesis dc.contributor.advisor 蔡政憲 zh_TW dc.contributor.author (作者) 宮可倫 zh_TW dc.creator (作者) 宮可倫 zh_TW dc.date (日期) 2016 en_US dc.date.accessioned 4-一月-2017 11:55:57 (UTC+8) - dc.date.available 4-一月-2017 11:55:57 (UTC+8) - dc.date.issued (上傳時間) 4-一月-2017 11:55:57 (UTC+8) - dc.identifier (其他 識別碼) G0993585011 en_US dc.identifier.uri (URI) http://nccur.lib.nccu.edu.tw/handle/140.119/105591 - dc.description (描述) 博士 zh_TW dc.description (描述) 國立政治大學 zh_TW dc.description (描述) 風險管理與保險研究所 zh_TW dc.description (描述) 99358501 zh_TW dc.description.abstract (摘要) 本篇論文共包含三章。第一章討論一個近似因子模型(approximate factor model)在死亡率模型上的應用,死亡率模型應用需要考慮大量的死亡率變數,但現有的資料年數卻比死亡率變數還少。在多族群死亡率的應用上需考慮的變數更多,且成長的速度較資料更新的速度更快。在這種情形下,若我們使用因素分析去估計死亡率的因子,則估計方法無法保證因子有統計上的一致性。此時,我們應採用近似因子模型的架構進行統計推論。在應用上,我利用近似因子模型中的三個模型(APCA、HFA與POET)估計單國與多國死亡率,結果發現在小樣本的情形下,近似因子模型在配適與預測皆較傳統模型準確。最後我以Diebold-Mariano Test來檢定近似因子模型的預測準確度,結果顯示近似因子模型在綜合考慮期望值與變異數的結果下較傳統模型準確。第二章討論保單貼現(Life settlement)的利差決定因子(yield determinant)。我利用美國一間公司的實際交易資料估計決定保單貼現預期利差的因素,結果發現除了年齡、性別以外,保險公司的評等與被保險人之間健康程度的不同也會影響價格。此外,我也發現在資料期間內(2009-2011)股票市場的溢酬並不影響利差,顯示保單貼現有可能成為zero-beta的投資標的。第三章討論一個最適保險的問題。我在Munk and Sorensen (2010)的金融市場與Huang, Milevsky, and Wang (2008)的目標函數架構下,推導出家戶最適的消費、投資與保險需求。另外,我估計保險的附加費用對消費、投資與保額的影響。結果發現附加費用會透過人力資本影響最適投資與消費。 zh_TW dc.description.tableofcontents 1 Introduction 42 Multi-population Mortality Modeling: When the Data is Too Much and Not Enough 81 Introduction.................... 82 The approximate factor model ......... 122.1 The basic setup.............. 122.2 Motivation for approximate factor model .................. 142.3 The benchmark case for approximate factor model .... 152.4 Asymptotic PCA............. 172.5 Heteroskedasticity Factor Analysis ...................... 182.6 Principal Orthogonal complEment Thresholding estimator .. 202.7 Benchmark Example:USA ....... 213 Fitting performance for single population ...................... 234 Multiplepopulations............... 255 Multi-population performance.......... 285.1 Other models............... 295.2 The difference to augmented common factor model ... 305.3 Goodness-of-fit .............. 315.4 Forecast comparison ........... 336 Conclusion .................... 353 Explaining the Yield Spread of Life Settlements 511 Introduction.................... 51 2 Life settlement samples ............. 553 Calculating expected returns and risk premiums . . . . . . . . . . . . . . . . . . 554 Possible sources of the spreads and variable specifications . . . . . . . . 585 Empirical results ................. 616 Conclusion .................... 624 Optimal Consumption and Investment Problem Incorporating the Life Insurance Decision: Continuous Time Case 731 Introduction.................... 732 Marketframework ................ 762.1 Financial assets.............. 762.2 Life insurance............... 772.3 Labor income............... 782.4 Household’s decision........... 793 Solution of optimal strategies .......... 814 Numerical example................ 844.1 Wealth and consumption ........ 844.2 Optimal investment strategies...... 854.3 The effect of loading and optimal insurance demand .. 865 Conclusion .................... 89 zh_TW dc.format.extent 1133343 bytes - dc.format.mimetype application/pdf - dc.source.uri (資料來源) http://thesis.lib.nccu.edu.tw/record/#G0993585011 en_US dc.subject (關鍵詞) 死亡率模型 zh_TW dc.subject (關鍵詞) 保單貼現 zh_TW dc.subject (關鍵詞) 最適保險 zh_TW dc.title (題名) 死亡率模型、保單貼現與最適保險之研究 zh_TW dc.title (題名) Three Essays on Life Insurance en_US dc.type (資料類型) thesis en_US dc.relation.reference (參考文獻) Bai, J., 2003, Inferential theory for factor models of large dimensions. Econometrica, 71, 1, 135–171.Bai, J. and S. Ng, 2002, Determining the number of factors in approximate factor models. Econometrica, 70, 1, 191–221.Bell, W. and B. Monsell, 1991, Using principal components in time series modelling and forecast- ing of age specific mortality rates. Paper presented at the American Statistical Association 1991 Proceedings of the Social Statistics Section.Booth, H. and L. Tickle, 2008, Mortality modelling and forecasting: a review of methods. Annals of Actuarial Science, 3, 3–43.Brouhns, N., M. Denuit, and J. K. Vermunt, 2002, A poisson log-bilinear regression approach to the construction of projected lifetables. Insurance: Mathematics and Economics, 31, 3, 373–393.Cairns, A. J., D. Blake, K. Dowd, G. D. Coughlan, and M. Khalaf-Allah, 2011, Bayesian stochastic mortality modelling for two populations. ASTIN Bulletin, 41, 29–59.Cairns, A. J. G., D. Blake, and K. Dowd, 2008, Modelling and management of mortality risk: a review. Scandinavian Actuarial Journal, 2008, 2-3, 79–113.Chamberlain, G. and M. Rothschild, 1983, Arbitrage, factor structure, and mean-variance anal- ysis on large asset markets. Econometrica, 51, 5, 1281–304.Chen, H., R. D. MacMinn, and S. Tao, 2014, Mortality dependence and longevity bond pricing: A dynamic factor copula mortality model with the gas structure. Working paper.Clark, T. E. and M. W. McCracken, 2001, Tests of equal forecast accuracy and encompassing for nested models. Journal of Econometrics, 105, 1, 85 – 110.Connor, G. and R. A. Korajczyk, 1986, Performance measurement with the arbitrage pricing theory: A new framework for analysis. Journal of Financial Economics, 15, 3, 373–394.Connor, G. and R. A. Korajczyk, 1988, Risk and return in an equilibrium apt: Application of a new test methodology. Journal of Financial Economics, 21, 2, 255–289.Diebold, F. X., 2015, Comparing predictive accuracy, twenty years later: A personal perspective on the use and abuse of diebold–mariano tests. Journal of Business & Economic Statistics, 33, 1, 1–1.Diebold, F. X. and R. S. Mariano, 1995, Comparing predictive accuracy. Journal of Business & Economic Statistics, 13, 3, 253–263.Fan, J., Y. Liao, and M. Mincheva, 2013, Large covariance estimation by thresholding princi- pal orthogonal complements. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 75, 4, 603–680.Gao, Q. and C. Hu, 2009, Dynamic mortality factor model with conditional heteroskedasticity. Insurance: Mathematics and Economics, 45, 3, 410–423.Girosi, F. and G. King, 2007, Understanding the lee-carter mortality forecasting method. Work- ing paper.Hyndman, R. J. and S. Ullah, 2007, Robust forecasting of mortality and fertility rates: a functional data approach. Computational Statistics & Data Analysis, 51, 10, 4942–4956.Jarner, S. F. and E. M. Kryger, 2011, Modelling adult mortality in small populations: The saint model. Astin Bulletin, 41, 2, 377–418.Johnson, N. L., S. Kotz, and N. Balakrishnan, 1997, Discrete Multivariate Distributions. Wiley- Interscience.Jones, C. S., 2001, Extracting factors from heteroskedastic asset returns. Journal of Financial Economics, 62, 2, 293–325.J ̈oreskog, K. G., 1967, Some contributions to maximum likelihood factor analysis. Psychome- trika, 32, 4, 443–482.Lee, R. D. and L. R. Carter, 1992, Modeling and forecasting us mortality. Journal of the American Statistical Association, 87, 419, 659–671.Li, J. S.-H. and M. R. Hardy, 2011, Measuring basis risk in longevity hedges. North American Actuarial Journal, 15, 2, 177–200.Li, N. and R. Lee, 2005, Coherent mortality forecasts for a group of populations: An extension of the lee-carter method. Demography, 42, 3, 575–594.Lin, Y., S. Liu, and J. Yu, 2013, Pricing mortality securities with correlated mortality indexes. Journal of Risk and Insurance, 80, 4, 921–948.Mitchell, D., P. Brockett, R. Mendoza-Arriaga, and K. Muthuraman, 2013, Modeling and fore- casting mortality rates. Insurance: Mathematics and Economics, 52, 2, 275 – 285.O’Hare, C. and Y. Li, 2012, Explaining young mortality. Insurance: Mathematics and Eco- nomics, 50, 1, 12 – 25.Plat, R., 2009, On stochastic mortality modeling. Insurance: Mathematics and Economics, 45, 3, 393–404.Renshaw, A. E. and S. Haberman, 2006, A cohort-based extension to the lee–carter model for mortality reduction factors. Insurance: Mathematics and Economics, 38, 3, 556–570.West, K. D., 1996, Asymptotic inference about predictive ability. Econometrica, 64, 5, 1067–84. Yang, S. S. and C.-W. Wang, 2013, Pricing and securitization of multi-country longevity riskwith mortality dependence. Insurance: Mathematics and Economics, 52, 2, 157–169.Zhu, N. and D. Bauer, 2014, A cautionary note on natural hedging of longevity risk. NorthAmerican Actuarial Journal, 18, 1, 104–115.Alexopoulou, I., Bunda, I., and Ferrando, A., 2009, Determinants of Government Bond Spreads in New EU Countries, Working Paper Series, European Central Bank.Attanasio, O. P., and Emmerson, C., 2003, Mortality, health status, and wealth, Journal of the European Economic Association, 1: 821-850.Braun, A., Gatzert, N., and Schmeiser, H., 2012, Performance and Risks of Open-End Life Settlement Funds, Journal of Risk and Insurance, 79: 193-229.Brealey, R., Myers, M. and Allen, F., 2011, Principles of Corporate Finance 10th ed.,(New York, NY: McGraw-Hill).Cairns, A. J. G., Blake, D., and Dowd, K., 2006, A Two-Factor Model for Stochastic Mortality with Parameter Uncertainty: Theory and Calibration, Journal of Risk and Insurance, 73: 687-718.Chen, H., Cox, S.H., and Wang, S.S., 2010, Is the Home Equity Conversion Mortgage in the United States Sustainable? Evidence from Pricing Mortgage Insurance Premiums and Non- Recourse Provisions Using the Conditional Esscher Transform, Insurance: Mathematics and Economics, 46: 173-185.Chen, L., Lesmond, D. A., and Wei, J., 2007, Corporate Yield Spreads and Bond Liquidity, Journal of Finance, 62: 119–149.Collin-Dufresne, P., Goldstein, R. S., and Martin, J. S., 2001, The Determinants of Credit Spread Changes, Journal of Finance, 56: 2177–2207.Conning & Company, 2011, Conning Research: Conning Research: Life Settlements - An Asset Class Resets. World Wide Web: www.conning.com.Duffee, G., 1999, Estimating the Price of Default Risk, The Review of Financial Studies, 12: 197–226.Duffie, D., and Singleton, K. J.,1997, An Econometric Model of the Term Structure of Interest Rate Swap Yields, Journal of Finance, 52:1287-1321.Elton, E, M., Gruber, J., Agrawal, D., and Mann, C., 2001, Explaining the Rate Spread on Corporate Bonds, Journal of Finance, 56: 247-277.Fama, E. F., and French, K. R., 1996, Multifactor Explanations of Asset Pricing Anomalies, Journal of Finance, 51: 55-84.Fier, S. G., and Liebenberg, A. P., 2012, Life Insurance Lapse Behavior, Working Paper.Fang, H. and Kung, E., 2012, Why do life insurance policyholders lapse? The roles of income, health and bequest motive shocks, National Bureau of Economic Research, Working Paper No. w17899.Gatzert, N., 2010, The Secondary Market for Life Insurance in the U.K., Germany, and the U.S.: Comparison and Overview, Risk Management and Insurance Review, 13: 279-301.Giacalone, J. A., 2001, Analyzing An Emerging Industry: Viatical Transactions and the Sec- ondary Market for Life Insurance Policies, Southern Business Review, 27: 1-7.Ingraham, H. G., and Salani, S. S., 2004, Life Settlements as a Viable Option, Journal of Financial Service Professionals, 58: 72-76.Jegadeesh N., and Titman S., 2001, Profitability of Momentum Strategies: An Evaluation of Alternative Explanations, Journal of Finance, 56: 699-720.Kim, C., 2005, Surrender Rate Impacts on Asset Liability Management, Asia-Pacific Journal of Risk and Insurance, 1: 62-96.Kuo, W., Tsai, C., and Chen, W., 2003, An Empirical Study on the Lapse Rate: The Cointe- gration Approach, Journal of Risk and Insurance, 70: 489-508.Lee, R. D. and Carter, L., 1992, Modeling and Forecasting the Time Series of U.S. Mortality, Journal of the American Statistical Association, 87: 659-671.Lee, R. D., and Miller, T., 2001, Evaluating the Performance of the Lee-Carter Model for Forecasting Mortality, Demography, 38: 537-549.Leimberg, S. R., Weinberg, M. D., Weinberg, B. T., and Callahan, C. J., 2008, Life Settlements: Know When to Hold and Know When to Fold, Journal of Financial Service Professionals, 62: 61-72.Longstaff, F. A., and Schwartz, E. S., 1995, A Simple Approach to Valuing Risky Fixed and Floating Rate Debt, Journal of Finance, 3: 789–819.Ortiz, C. E., Stone, C. A., and Zissu, A., 2008, Securitization of Senior Life Settlements: Manag- ing Interest Rate Risk with a Planned Duration Class, Journal of Financial Transformation, 23: 35-41.Perera, N., and Reeves, B., 2006, Risk Mitigation for Life Settlements, Journal of StructuredFinance, 12: 55-60.Seitel, C., 2006, Inside the Life Settlement Industry: An Institutional Investor’s Perspective,Journal of Structured Finance, 12: 38-40.Seitel, C., 2007, Inside the Life Settlement Industry: A Provider’s Reflections on the Challengesand Opportunities, Journal of Structured Finance, 13: 70-75.Sharpe, W. F., 1964, Capital Asset Prices: A Theory of Market Equilibrium under Conditionsof Risk, Journal of Finance, 19: 425-442.Smith, B. B., and Washington, S. L., 2006, Acquiring Life Insurance Portfolios: Diversifyingand Minimizing Risk, Journal of Structured Finance, 41-45.Stohs, M. H. and Mauer, D. C., 1996, The Determinants of Corporate Debt Maturity Structure,Journal of Business, 69: 279-312.Stone, C. A., and Zissu, A., 2006, Securitization of Senior Life Settlements: Managing ExtensionRisk, Journal of Derivatives, 13: 66-72.Stone, C. A., and Zissu, A., 2007, The Return on a Pool of Senior Life Settlements, Journal ofStructured Finance, 13:62-69.Taiwan Insurance Institute, 2009, Taiwan Standard Ordinary Experience Mortality and LapseRate Report (Taipei, Taiwan: Taiwan Insurance Institute).Tsai, C., W. Kuo, and Chen W., 2002, Early Surrender and the Distribution of Policy Reserves,Insurance: Mathematics and Economics, 31: 429-445.Tsai, C., W. Kuo, and Chiang, D. M., 2009, The Distributions of Policy Reserves Considering the Policy-Year Structures of Surrender Rates and Expense Rations, Journal of Risk and Insurance, 76: 909-931.Wang, J. L., Hsieh, M. H., and Tsai, C., 2011, Using Life Settlements to Hedge the Mortality Risk of Life Insurers: An Asset-Liability Management Approach, Working Paper, Presented at 2012 ARIA Meeting.Ziser, B., 2006, Life Settlements Today: A Secret No More, Journal of Structured Finance, 12: 35-37.Ziser, B., 2007, An Eventful Year in the Life Settlement Industry, Journal of Structured Finance, 13: 40-43.Bodie, Z., R. C. Merton, and W. F. Samuelson, 1992, Labor supply flexibility and portfolio choice in a life-cycle model, Journal of Economic Dynamics & Control 16, 427-449.Brennan, Michael J, and Yihong Xia, 2000, Stochastic interest rates and the bond-stock mix, European Finance Review 4, 197-210.Campbell, J. Y., and L. M. Viceira, 2001, Who should buy long-term bonds?, American Eco- nomic Review 91, 99-127.Campbell, R. A., 1980, The demand for life-insurance - an application of the economics of uncertainty, Journal of Finance 35, 1155-1172.Cocco, J. F., F. J. Gomes, and P. J. Maenhout, 2005, Consumption and portfolio choice over the life cycle, Review of Financial Studies 18, 491-533.Constantinides, G. M., J. B.Donaldson, and R. Mehra, 2002, Junior can’t borrow: A new perspective on the equity premium puzzle, Quarterly Journal of Economics 117, 269-296.Deelstra, G., M. Grasselli, and P. F. Koehl, 2000, Optimal investment strategies in a cir frame- work, Journal of Applied Probability 37, 936-946.Duffie, D., W. Fleming, H. M. Soner, and T. Zariphopoulou, 1997, Hedging in incomplete markers with hara utility, Journal of Economic Dynamics & Control 21, 753-782.Eeckhoudt, L., C. Gollier, and H. Schlesinger, 1996, Changes in Background Risk and Risk Taking Behavior, Econometrica, 64, 683-689.Ekeland, I., O. Mbodji, and T. A.Pirvu, 2012, Time-consistent portfolio management, SIAM Journal on Financial Mathematics 3, 1-32.Gollier, C., and J. W. Pratt, 1996, Risk Vulnerability and the Tempering Effect of Background Risk, Econometrica, 64, 1109-1123.Gourinchas, P. O., and J. A. Parker, 2002, Consumption Over the Life Cycle, Econometrica, 70, 47-89.Hansen, G. D., and S. I ̇mrohoro ̆glu, 2008, Consumption over the life cycle: The role of annuities. Review of economic Dynamics, 11, 566-583.He, H., and H.F. Pages, 1993, Labor income, borrowing constraints, and equilibrium asset prices, Economic Theory 3, 663-696.Heaton, J., and D. Lucas, 1997, Market frictions, savings behavior, and portfolio choice, Macroe- conomic Dynamics 1, 76-101.Huang, H. X., and M. A. Milevsky, 2008, Portfolio choice and mortality-contingent claims: The general hara case, Journal of Banking & Finance 32, 2444-2452.Huang, H. X., M. A. Milevsky, and J. Wang, 2008, Portfolio choice and life insurance: The crra case, Journal of Risk and Insurance 75, 847-872.Ingersoll, J.E., 1987, Theory of financial decision making: Rowman & Littlefield.Koo, H. K., 1998, Consumption and portfolio selection with labor income: A continuous timeapproach, Mathematical Finance 8, 49-65.Kraft, H., and C. Munk, 2011, Optimal housing, consumption, and investment decisions overthe life cycle, Management Science 57, 1025-1041.Kimball, M. S., 1993, Standard Risk-Aversion, Econometrica, 61, 589-611.Lewis, F. D., 1989, Dependents and the demand for life-insurance, American Economic Review 79, 452-467.Liu, J., 2007, Portfolio selection in stochastic environments, Review of Financial Studies 20, 1-39.Merton, R. C., 1971, Optimum consumption and portfolio rules in a continuous-time model, Journal of Economic Theory 3, 373-413.Munk, C., 2000, Optimal consumption/investment policies with undiversifiable income risk and liquidity constraints, Journal of Economic Dynamics & Control 24, 1315-1343.Munk, C., and C. Sorensen, 2004, Optimal consumption and investment strategies with stochas- tic interest rates, Journal of Banking & Finance 28, 1987-2013.Munk, C., and C. Sorensen, 2010, Dynamic asset allocation with stochastic income and interest rates, Journal of Financial Economics 96, 433-462.Pirvu, T. A., and H. Y. Zhang, 2012, Optimal investment, consumption and life insurance under mean-reverting returns: The complete market solution, Insurance Mathematics & Economics 51, 303-309.Pliska, S. R., and J. C. Ye, 2007, Optimal life insurance purchase and consumption/investment under uncertain lifetime, Journal of Banking & Finance 31, 1307-1319.Richard, S.F., 1975, Optimal consumption, portfolio and life insurance rules for an uncertain lived household in a continuous time model, Journal of Financial Economics 2, 187-203.Sangvinatsos, A., and J. A. Wachter, 2005, Does the failure of the expectations hypothesis matter for long-term investors?, Journal of Finance 60, 179-230.Sorensen, C., 1999, Dynamic asset allocation and fixed income management, Journal of Finan- cial and Quantitative Analysis 34, 513-531.Vasicek, O., 1977, Equilibrium characterization of term structure, Journal of Financial Eco- nomics 5, 177-188.Viceira, L. M., 2001, Optimal portfolio choice for long-horizon investors with nontradable labor income, Journal of Finance 56, 433-470. zh_TW