참고문헌
- Albizzati MO and Geman H (1994). Interest rate risk management and valuation of the surrender option in life insurance policies, The Journal of Risk and Insurance, 61, 616-637. https://doi.org/10.2307/253641
- Altman DG and Andersen PK (1989). Bootstrap investigation of the stability of a Cox regression model, Statistics in Medicine, 8, 771-783. https://doi.org/10.1002/sim.4780080702
- Anderson DR and Nevin JR (1975). Determinants of young marrieds' life insurance purchasing behavior: an empirical investigation, The Journal of Risk and Insurance, 42, 375-387. https://doi.org/10.2307/251694
- Bacinello AR (2003). Fair valuation of a guaranteed life insurance participating contract embedding a surrender option, The Journal of Risk and Insurance, 70, 461-487. https://doi.org/10.1111/1539-6975.t01-1-00060
- Bacinello AR (2003). Pricing guaranteed life insurance participating policies with annual premiums and surrender option, North American Actuarial Journal, 7, 1-17. https://doi.org/10.1080/10920277.2003.10596097
- Bacinello AR (2005). Endogenous model of surrender conditions in equity-linked life insurance, Insurance: Mathematics and Economics, 37, 270-296. https://doi.org/10.1016/j.insmatheco.2005.02.002
- Bajaj MVR (2017). On the Drivers of Lapse Rates in Life Insurance(Master Thesis), Universitat de Barcelona.
- Bauer D, Gao J, Moenig T, Ulm ER, and Zhu N (2017). Policyholder exercise behavior in life insurance: the state of affairs, North American Actuarial Journal, 21, 485-501. https://doi.org/10.1080/10920277.2017.1314816
- Berekson LL (1972). Birth order, anxiety, affiliation and the purchase of life insurance, The Journal of Risk and Insurance, 39, 93-108. https://doi.org/10.2307/251654
- Boj del Val E, Claramunt Bielsa MM, and Varea Soler X (2020). Role of private long-term care insurance in financial sustainability for an aging society, Sustainability, 12, 8894. https://doi.org/10.3390/su12218894
- Breiman L (2001). Random forests, Machine Learning, 45, 5-32. https://doi.org/10.1023/A:1010933404324
- Brown JR, Goda GS, and McGarry K (2012). Long-term care insurance demand limited by beliefs about needs, concerns about insurers, and care available from family, Health Affairs, 31, 1294-1302. https://doi.org/10.1377/hlthaff.2011.1307
- Burnett JJ and Palmer BA (1984). Examining life insurance ownership through demographic and psychographic characteristics, The Journal of Risk and Insurance, 51, 453-467. https://doi.org/10.2307/252479
- Chesney M and Louberge H (1986). Risk aversion and the composition of wealth in the demand for full insurance coverage, Swiss Journal of Economics and Statistics, 122, 359-370.
- Cook PJ and Graham DA (1977). The demand for insurance and protection: the case of irreplaceable commodites, The Quarterly Journal of Economics, 91, 143-156. https://doi.org/10.2307/1883142
- Derksen S and Keselman HJ (1992). Backward, forward and stepwise automated subset selection algorithms: frequency of obtaining authentic and noise variables, British Journal of Mathematical and Statistical Psychology, 45, 265-282. https://doi.org/10.1111/j.2044-8317.1992.tb00992.x
- Duker JM (1969). Expenditures for life insurance among working-wife families, The Journal of Risk and Insurance, 36, 525-533. https://doi.org/10.2307/251159
- Eling M and Kiesenbauer D (2014). What policy features determine life insurance lapse? an analysis of the German market, The Journal of Risk and Insurance, 81, 241-269. https://doi.org/10.1111/j.1539-6975.2012.01504.x
- Eling M and Kochanski M (2013). Research on lapse in life insurance: what has been done and what needs to be done?, The Journal of Risk Finance, 14, 392-413. https://doi.org/10.1108/JRF-12-2012-0088
- Ferber R and Lee LC (1980). Acquisition and accumulation of life insurance in early married life, The Journal of Risk and Insurance, 47, 713-734. https://doi.org/10.2307/252292
- Fier SG and Liebenberg AP (2013). Life insurance lapse behavior, North American Actuarial Journal, 17, 153-167. https://doi.org/10.1080/10920277.2013.803438
- Fischer S (1973). A life cycle model of life insurance purchases, International Economic Review, 14, 132-152. https://doi.org/10.2307/2526049
- Fitzgerald JM (1989). The taste for bequests and well-being of widows: a model of life insurance demand by married couples, The Review of Economics and Statistics, 71, 206-214. https://doi.org/10.2307/1926965
- Gandolfi AS and Miners L (1996). Gender-based differences in life insurance ownership, The Journal of Risk and Insurance, 63, 683-693. https://doi.org/10.2307/253478
- Giovanni DD (2010). Lapse rate modeling: a rational expectation approach, Scandinavian Actuarial Journal, 2010, 56-67. https://doi.org/10.1080/03461230802550649
- Green RK and Hendershott PH (2001). Home-ownership and unemployment in the US, Urban Studies, 38, 1509-1520. https://doi.org/10.1080/00420980126669
- Greene MR (1963). Attitudes toward risk and a theory of insurance consumption, The Journal of Insurance, 30, 165-182. https://doi.org/10.2307/250418
- Grosen A and Jorgensen PL (2000). Fair valuation of life insurance liabilities: the impact of interest rate guarantees, surrender options, and bonus policies, Insurance: Mathematics and Economics, 26, 37-57. https://doi.org/10.1016/S0167-6687(99)00041-4
- Hammond JD, Houston DB, and Melander ER (1967). Determinants of household life insurance premium expenditures: an empirical investigation, The Journal of Risk and Insurance, 34, 397-408. https://doi.org/10.2307/250854
- Hanoch G and Levy H (1969). The efficiency analysis of choices involving risk, The Review of Economic Studies, 36, 335-346. https://doi.org/10.2307/2296431
- Hong J (2020). The effect of life insurance settlement on insurance market and consumer welfare, Communications for Statistical Applications and Methods, 27, 689-699. https://doi.org/10.29220/CSAM.2020.27.6.689
- Judd CM, McClelland GH, and Ryan CS (2008). Data Analysis: A Model Comparison Approach(2nd Ed), Routledge.
- Kim C (2005). Modeling surrender and lapse rates with economic variables, North American Actuarial Journal, 9, 56-70. https://doi.org/10.1080/10920277.2005.10596225
- Krstajic D, Buturovic LJ, Leahy DE, and Thomas S (2014). Cross-validation pitfalls when selecting and assessing regression and classification models, Journal of Cheminformatics, 6, 10. https://doi.org/10.1186/1758-2946-6-10
- Lee WJ, Park KO, and Kim HK (2010). Statistical prediction for the demand of life insurance policy loans, Communications for Statistical Applications and Methods, 17, 697-712. https://doi.org/10.5351/CKSS.2010.17.5.697
- Linnemann P (2003). An actuarial analysis of participating life insurance, Scandinavian Actuarial Journal, 2003, 153-176. https://doi.org/10.1080/03461230110106336
- Linton MA (1932). Panics and cash values, Transactions of the Actuarial Society of America, 33, 265-394.
- Mantis G and Farmer RN (1968). Demand for life insurance, The Journal of Risk and Insurance, 35, 247-256. https://doi.org/10.2307/250834
- Milhaud X and Dutang C (2018). Lapse tables for lapse risk management in insurance: a competing risk approach, European Actuarial Journal, 8, 97-126. https://doi.org/10.1007/s13385-018-0165-7
- Milhaud X, Loisel S, and Maume-Deschamps V (2010). Surrender Triggers in Life Insurance: Classification and Risk Predictions, Laboratoire de Sciences Actuarielle et Financiere(Working Paper).
- Neves C, Fernandes C, and Melo E (2014). Forecasting surrender rates using elliptical copulas and financial variables, North American Actuarial Journal, 18, 343-362. https://doi.org/10.1080/10920277.2014.888315
- Oshiro TM, Perez PS, and Baranauskas JA (2012). How many trees in a random forest?, Machine Learning and Data Mining in Pattern Recognition, MLDM 2012, Lecture Notes in Computer Science, Springer, 7376, 154-168.
- Outreville JF (1990). Whole-life insurance lapse rates and the emergency fund hypothesis, Insurance: Mathematics and Economics, 9, 249-255. https://doi.org/10.1016/0167-6687(90)90002-U
- Russell DT, Fier SG, Carson JM, and Dumm RE (2013). An empirical analysis of life insurance policy surrender activity, Journal of Insurance Issues, 36, 35-57.
- Schott FH (1971). Disintermediation through policy loans at life insurance companies, The Journal of Finance, 26, 719-729. https://doi.org/10.1111/j.1540-6261.1971.tb01725.x
- National Pension Service (2019). Korean Retirement & Income Study UserGuide Ver. 7.1.
- Shah AD, Bartlett JW, Carpenter J, Nicholas O, and Hemingway H (2014). Comparison of random forest and parametric imputation models for imputing missing data using MICE: a caliber Study, American Journal of Epidemiology, 179, 764-774. https://doi.org/10.1093/aje/kwt312
- Shefrin H (2002). Beyond Greed and Fear: Understanding Behavioral Finance and the Psychology of Investing, Oxford University Press.
- Showers VE and Shotick JA (1994). The effects of household characteristics on demand for insurance: a tobit analysis, The Journal of Risk and Insurance, 61, 492-502. https://doi.org/10.2307/253572
- Statistics-Korea (2015). Percentage of Home ownership.
- Steffensen M (2002). Intervention options in life insurance, Insurance: Mathematics and Economics, 31, 71-85. https://doi.org/10.1016/S0167-6687(02)00127-0
- Stekhoven DJ and Buhlmann P (2012). MissForest- non-parametric missing value imputation for mixed-type data, Bioinformatics, 28, 112-118. https://doi.org/10.1093/bioinformatics/btr597
- Tibshirani R (1996). Regression shrinkage and selection via the lasso, Journal of the Royal Statistical Society: Series B (Statistical Methodology), 58, 267-288.
- Troyanskaya O, Cantor M, Sherlock G, Brown P, Hastie T, Tibshirani R, Botstein D, and Altman RB (2001). Missing value estimation methods for DNA microarrays, Bioinformatics, 17, 520-525. https://doi.org/10.1093/bioinformatics/17.6.520
- Weedige SS, Ouyang H, Gao Y, and Liu Y (2019). Decision making in personal insurance: impact of insurance literacy, Sustainability, 11, 6795. https://doi.org/10.3390/su11236795
- Zou H and Hastie T (2005). Regularization and variable selection via the elastic net, Journal of the Royal Statistical Society: Series B (Statistical Methodology), 67, 301-320. https://doi.org/10.1111/j.1467-9868.2005.00503.x