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Evaluation of Lee–Carter model to breast cancer mortality prediction in China and Pakistan [PDF]

open access: yesFrontiers in Oncology, 2023
BackgroundPrecise breast cancer–related mortality forecasts are required for public health program and healthcare service planning. A number of stochastic model–based approaches for predicting mortality have been developed.
Sumaira Mubarik   +4 more
doaj   +2 more sources

A Deep Learning Integrated Lee–Carter Model [PDF]

open access: yesRisks, 2019
In the field of mortality, the Lee–Carter based approach can be considered the milestone to forecast mortality rates among stochastic models. We could define a “Lee–Carter model family” that embraces all developments of this model,
Andrea Nigri   +4 more
doaj   +3 more sources

Application of Machine Learning to Mortality Modeling and Forecasting [PDF]

open access: yesRisks, 2019
Estimation of future mortality rates still plays a central role among life insurers in pricing their products and managing longevity risk. In the literature on mortality modeling, a wide number of stochastic models have been proposed, most of them ...
Susanna Levantesi, Virginia Pizzorusso
doaj   +3 more sources

Forecasting life expectancy in São Paulo City, Brazil, amidst the COVID-19 pandemic [PDF]

open access: yesPopulation Health Metrics
Background The COVID-19 pandemic has significantly increased mortality rates, disrupting historical trends and making it challenging to forecast future life expectancy levels. São Paulo, the first city in Brazil to report a COVID-19 case and death, saw a
Maria L. Miranda   +2 more
doaj   +2 more sources

The Usage of State Space Models in Mortality Modeling and Predictions [PDF]

open access: yesStatistika: Statistics and Economy Journal, 2023
In demography, mortality modeling with respect to age and time dimensions is often associated with the traditionally used Lee-Carter model. The Lee-Carter model considers a constant set of parameters of agespecific mortality change for forecasts, which ...
Martin Matějka, Ivana Malá
doaj   +1 more source

LEE-CARTER MODELING FOR MORTALITY IN INDONESIA WITH A BAYESIAN APPROACH

open access: yesBarekeng, 2022
This study aims to model Lee-Carter mortality with a Bayesian approach, where the parameters in the model are assumed to be random variables. The data used in this study is data on mortality rates by age group from the period 1950–2015.
Muhammad Fajar, Eko Fajariyanto
doaj   +1 more source

Should Selection of the Optimum Stochastic Mortality Model Be Based on the Original or the Logarithmic Scale of the Mortality Rate?

open access: yesRisks, 2023
Stochastic mortality models seek to forecast future mortality rates; thus, it is apparent that the objective variable should be the mortality rate expressed in the original scale. However, the performance of stochastic mortality models—in terms, that is,
Miguel Santolino
doaj   +1 more source

Comparative Study of Mortality Rate Prediction Using Data-Driven Recurrent Neural Networks and the Lee–Carter Model

open access: yesBig Data and Cognitive Computing, 2022
The Lee–Carter model could be considered as one of the most important mortality prediction models among stochastic models in the field of mortality.
Yuan Chen, Abdul Q. M. Khaliq
doaj   +1 more source

A New Fourier Approach under the Lee-Carter Model for Incorporating Time-Varying Age Patterns of Structural Changes

open access: yesRisks, 2022
The prediction of future mortality improvements is of substantial importance for areas such as population projection, government welfare policies, pension planning and annuity pricing.
Sixian Tang, Jackie Li, Leonie Tickle
doaj   +1 more source

Longevity risk—Its financial impact on pensions

open access: yesScientific African, 2022
We study the financial impact of longevity risk on defined benefit (DB) pension plan liabilities using the 2010 Ghana population census, and the Lee-Carter model. We compare the usual Lee-Carter model to an extended version. While we observe that Ghana’s
Nana Poku Appiagyei Nantwi   +2 more
doaj   +1 more source

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