Alleviating Class Imbalance in Actuarial Applications Using Generative Adversarial Networks
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Takaya Saito & Marc Rehmsmeier, 2015. "The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets," PLOS ONE, Public Library of Science, vol. 10(3), pages 1-21, March.
- McCullagh, Peter, 1984. "Generalized linear models," European Journal of Operational Research, Elsevier, vol. 16(3), pages 285-292, June.
- Carter, Lawrence R. & Lee, Ronald D., 1992. "Modeling and forecasting US sex differentials in mortality," International Journal of Forecasting, Elsevier, vol. 8(3), pages 393-411, November.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Ricardo Mu~noz-Cancino & Cristi'an Bravo & Sebasti'an A. R'ios & Manuel Gra~na, 2022. "Assessment of creditworthiness models privacy-preserving training with synthetic data," Papers 2301.01212, arXiv.org.
- Szymon Kubiak & Tillman Weyde & Oleksandr Galkin & Dan Philps & Ram Gopal, 2023. "Improved Data Generation for Enhanced Asset Allocation: A Synthetic Dataset Approach for the Fixed Income Universe," Papers 2311.16004, arXiv.org.
- Solveig Flaig & Gero Junike, 2022. "Scenario Generation for Market Risk Models Using Generative Neural Networks," Risks, MDPI, vol. 10(11), pages 1-28, October.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Lanza Queiroz, Bernardo & Lobo Alves Ferreira, Matheus, 2021. "The evolution of labor force participation and the expected length of retirement in Brazil," The Journal of the Economics of Ageing, Elsevier, vol. 18(C).
- Cairns, Andrew J.G. & Blake, David & Dowd, Kevin & Coughlan, Guy D. & Epstein, David & Khalaf-Allah, Marwa, 2011. "Mortality density forecasts: An analysis of six stochastic mortality models," Insurance: Mathematics and Economics, Elsevier, vol. 48(3), pages 355-367, May.
- Matthew Smith & Francisco Alvarez, 2022. "Predicting Firm-Level Bankruptcy in the Spanish Economy Using Extreme Gradient Boosting," Computational Economics, Springer;Society for Computational Economics, vol. 59(1), pages 263-295, January.
- Gavoille, Nicolas & Zasova, Anna, 2023. "What we pay in the shadows: Labor tax evasion, minimum wage hike and employment," Journal of Public Economics, Elsevier, vol. 228(C).
- Rob Hyndman & Heather Booth & Farah Yasmeen, 2013.
"Coherent Mortality Forecasting: The Product-Ratio Method With Functional Time Series Models,"
Demography, Springer;Population Association of America (PAA), vol. 50(1), pages 261-283, February.
- Rob J Hyndman & Heather Booth & Farah Yasmeen, 2011. "Coherent Mortality Forecasting The Product-ratio Method with Functional Time Series Models," Working Papers 201116, ARC Centre of Excellence in Population Ageing Research (CEPAR), Australian School of Business, University of New South Wales.
- Rob J Hyndman & Heather Booth & Farah Yasmeen, 2011. "Coherent mortality forecasting: the product-ratio method with functional time series models," Monash Econometrics and Business Statistics Working Papers 1/11, Monash University, Department of Econometrics and Business Statistics.
- Debonneuil, Edouard & Loisel, Stéphane & Planchet, Frédéric, 2018.
"Do actuaries believe in longevity deceleration?,"
Insurance: Mathematics and Economics, Elsevier, vol. 78(C), pages 325-338.
- Edouard Debonneuil & Stéphane Loisel & Frédéric Planchet, 2015. "Do actuaries believe in longevity deceleration?," Working Papers hal-01219270, HAL.
- Roel van Elk & Marc van der Steeg & Dinand Webbink, 2013. "The effects of a special program for multi-problem school dropouts on educational enrolment, employment and criminal behaviour; Evidence from a field experiment," CPB Discussion Paper 241.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
- Marko Korhonen & Suvi Kangasrääsiö & Rauli Svento, 2017. "Climate change and mortality: Evidence from 23 developed countries between 1960 and 2010," Proceedings of International Academic Conferences 5107635, International Institute of Social and Economic Sciences.
- Hári, Norbert & De Waegenaere, Anja & Melenberg, Bertrand & Nijman, Theo E., 2008. "Estimating the term structure of mortality," Insurance: Mathematics and Economics, Elsevier, vol. 42(2), pages 492-504, April.
- Emilia Lorenzo & Gabriella Piscopo & Marilena Sibillo & Roberto Tizzano, 2021. "Reverse mortgages through artificial intelligence: new opportunities for the actuaries," Decisions in Economics and Finance, Springer;Associazione per la Matematica, vol. 44(1), pages 23-35, June.
- Quanbao Jiang & Shuzhuo Li & Marcus Feldman, 2011. "Demographic Consequences of Gender Discrimination in China: Simulation Analysis of Policy Options," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 30(4), pages 619-638, August.
- Jonas Hirz & Uwe Schmock & Pavel V. Shevchenko, 2017. "Actuarial Applications and Estimation of Extended CreditRisk+," Risks, MDPI, vol. 5(2), pages 1-29, March.
- Gabriella Piscopo & Marina Resta, 2017. "Applying spectral biclustering to mortality data," Risks, MDPI, vol. 5(2), pages 1-13, April.
- Busch, Christopher & Krueger, Dirk & Ludwig, Alexander & Popova, Irina & Iftikhar, Zainab, 2020.
"Should Germany have built a new wall? Macroeconomic lessons from the 2015-18 refugee wave,"
Journal of Monetary Economics, Elsevier, vol. 113(C), pages 28-55.
- Christopher Busch & Dirk Krueger & Alexander Ludwig & Irina Popova & Zainab Iftikhar, 2020. "Should Germany Have Built a New Wall? Macroeconomic Lessons from the 2015-18 Refugee Wave," Working Papers 2020-020, Human Capital and Economic Opportunity Working Group.
- Christopher Busch & Dirk Krueger & Alexander Ludwig & Irina Popova & Zainab Iftikhar, 2020. "Should Germany Have Built a New Wall?Macroeconomic Lessons from the 2015-18 Refugee Wave," PIER Working Paper Archive 20-013, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
- Christopher Busch & Dirk Krueger & Alexander Ludwig & Irina Popova & Zainab Iftikhar, 2020. "Should Germany Have Built a New Wall? Macroeconomic Lessons from the 2015-18 Refugee Wave," Working Papers 1170, Barcelona School of Economics.
- Ludwig, Alexander & Busch, Christopher & Krueger, Dirk & Popova, Irina & Iftikhar, Zainab, 2020. "Should Germany Have Built a New Wall? Macroeconomic Lessons from the 2015-18 Refugee Wave," CEPR Discussion Papers 14562, C.E.P.R. Discussion Papers.
- Christopher Busch & Dirk Krueger & Alexander Ludwig & Irina Popova & Zainab Iftikhar, 2020. "Should Germany Have Built a New Wall? Macroeconomic Lessons from the 2015-18 Refugee Wave," NBER Working Papers 26973, National Bureau of Economic Research, Inc.
- Amanda Fitzgerald & Naoise Mac Giollabhui & Louise Dolphin & Robert Whelan & Barbara Dooley, 2018. "Dissociable psychosocial profiles of adolescent substance users," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-16, August.
- Niels Haldrup & Carsten P. T. Rosenskjold, 2019.
"A Parametric Factor Model of the Term Structure of Mortality,"
Econometrics, MDPI, vol. 7(1), pages 1-22, March.
- Niels Haldrup & Carsten P. T. Rosenskjold, 2018. "A Parametric Factor Model of the Term Structure of Mortality," CREATES Research Papers 2018-06, Department of Economics and Business Economics, Aarhus University.
- Hári, Norbert & De Waegenaere, Anja & Melenberg, Bertrand & Nijman, Theo E., 2008. "Longevity risk in portfolios of pension annuities," Insurance: Mathematics and Economics, Elsevier, vol. 42(2), pages 505-519, April.
- Jakub Bijak & Jason D. Hilton & Eric Silverman & Viet Dung Cao, 2013. "Reforging the Wedding Ring," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 29(27), pages 729-766.
- Marius D. Pascariu & Ugofilippo Basellini & José Manuel Aburto & Vladimir Canudas-Romo, 2020. "The Linear Link: Deriving Age-Specific Death Rates from Life Expectancy," Risks, MDPI, vol. 8(4), pages 1-18, October.
- Christopher J Greenwood & George J Youssef & Primrose Letcher & Jacqui A Macdonald & Lauryn J Hagg & Ann Sanson & Jenn Mcintosh & Delyse M Hutchinson & John W Toumbourou & Matthew Fuller-Tyszkiewicz &, 2020. "A comparison of penalised regression methods for informing the selection of predictive markers," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-14, November.
More about this item
Keywords
actuarial science; class imbalance; data augmentation; generative models; generative adversarial network; synthetic sampling; SMOTE;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jrisks:v:9:y:2021:i:3:p:49-:d:513033. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.