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Identiability in the ointegrated Lee-Carter model

A deep learning integrated Lee-Carter model

A deep learning integrated Lee-Carter model

... the LeeCarter ...original LeeCarter formulation introducing a Recurrent Neural Network with Long Short-Term Memory (LSTM) architecture to forecast future evolution of κ t parameter, ...

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Extending the Lee Carter Model: a Three-way Decomposition

Extending the Lee Carter Model: a Three-way Decomposition

... Tucker3 model residuals for each age group from 0, ...Three-Way Model The advantages of the Lee-Carter model are essentially twofold: ...simple model which is combined with ...

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Forecasting and Analysis Mortality using Lee Carter Model with application

Forecasting and Analysis Mortality using Lee Carter Model with application

... the Lee by actuaries for multiple purposes. Essentially, the model assumes that the dynamic of mortality trends over time is only ruled by a single parameter called the mortality ...forecasting. Lee ...

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A comparison of the Lee-Carter model and AR-ARCH model for forecasting mortality rates

A comparison of the Lee-Carter model and AR-ARCH model for forecasting mortality rates

... The model presented by Lee and Carter (1992) appears to be the first model that considers the increased life expectancy trends in mortality ...with Lee-Carter model (see ...

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Mortality modeling: Lee-Carter and the macroeconomy

Mortality modeling: Lee-Carter and the macroeconomy

... fluctuations and account for a substantial fraction of the variation in the mortality indices—as can be seen, for example, for the mortality index of Canadian males in Fig. 5. [Insert Fig. 5 here.] The paper makes the ...

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Comparison of Lee Carter Model and Cairns, Blake and Dowd Model in Forecasting Malaysian Higher Age Mortality

Comparison of Lee Carter Model and Cairns, Blake and Dowd Model in Forecasting Malaysian Higher Age Mortality

... LC model projected mortality more accurately for female and CBD did projected accurately for male although LC does seem fit the data better historically through the in sample ...a model that fits a data ...

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Stochastic Modeling of Mortality Risks in Nigeria Using Lee-Carter and Renshaw-Haberman Model

Stochastic Modeling of Mortality Risks in Nigeria Using Lee-Carter and Renshaw-Haberman Model

... a model, we need to see a ‘‘significant’’ improvement in the maximum likelihood rather than just an increase of any ...Renshaw-Haberman model (M2) fits ...

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Trend forecasting of main groups of causes-of-death in Iran using the Lee-Carter model

Trend forecasting of main groups of causes-of-death in Iran using the Lee-Carter model

... period. Lee Carter model is one of these two-factor models for pre- dicting mortality ...the Lee Carter model is a valid method for predicting the cause of death with a linear ...

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Multiple mortality modeling in Poisson Lee-Carter framework

Multiple mortality modeling in Poisson Lee-Carter framework

... Modeling mortality co-movements for multiple populations would have significant implications for longevity risk management. In a multi-population mortality model, the analysis is focused on more than one ...

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Lee Carter mortality forecasting: application to the Italian population

Lee Carter mortality forecasting: application to the Italian population

... the Lee-Carter model in our work. Firstly, this model represents one of the most influential recent developments in the field of mortality ...this model is that for a precise value of ...

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Multiple mortality modeling in Poisson Lee–Carter framework

Multiple mortality modeling in Poisson Lee–Carter framework

... Modeling mortality co-movements for multiple populations would have significant implications for longevity risk management. In a multi-population mortality model, the analysis is focused on more than one ...

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The Lee–Carter Method for Mortality Forecasting: the Сase of the Republic

The Lee–Carter Method for Mortality Forecasting: the Сase of the Republic

... The medium-term projected perspective indicates continuance of male su- permortality problem. However, the circumstances with female mortality rate are not so positive either. The results by applying the ...

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The Poisson Log-Bilinear Lee-Carter Model: Applications Of efficient bootstrap methods to annuity analyses

The Poisson Log-Bilinear Lee-Carter Model: Applications Of efficient bootstrap methods to annuity analyses

... 3 Faculty of Actuarial Science and Insurance, Cass Business School, City University, Bunhill Row London – UK - e-mail: [email protected] Abstract Life insurance companies deal with two fundamental types of risks when ...

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The Poisson Log-Bilinear Lee-Carter Model: Applications Of efficient bootstrap methods to annuity analyses

The Poisson Log-Bilinear Lee-Carter Model: Applications Of efficient bootstrap methods to annuity analyses

... 3 Faculty of Actuarial Science and Insurance, Cass Business School, City University, Bunhill Row London – UK - e-mail: [email protected] Abstract Life insurance companies deal with two fundamental types of risks when ...

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Comparison of the Lee-Carter and Arch in Modelling and Forecasting Mortality in Zimbabwe

Comparison of the Lee-Carter and Arch in Modelling and Forecasting Mortality in Zimbabwe

... the lee-carter model. They fitted the model to Italian mortality rates for the period 1965-1999 and generating forecasts for the subsequent nine years, up to ...their model by ...

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Forecasting mortality in subpopulations using Lee-Carter type models: A comparison

Forecasting mortality in subpopulations using Lee-Carter type models: A comparison

... models tend to have a better in-sample performance while the relative difference is again diminished for out-of-sample. An exception is M-common, whose out-of- sample behaviour is notably worse than the other models of ...

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Lee-Carter goes risk-neutral: an application to the Italian annuity market

Lee-Carter goes risk-neutral: an application to the Italian annuity market

... tality model based on an information structure quite common in the credit-risk ...LC model that allows the intensity of mortality to be driven by general ...stochastic model for the risk-neutral ...

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Lee-Carter mortality forecasting: a multi-country comparison of variants and extensions

Lee-Carter mortality forecasting: a multi-country comparison of variants and extensions

... Among the factors defining the three Lee-Carter variants, it has been possible to identify those that are generally advantageous. The shorter fitting periods of LM and BMS result in greater accuracy on ...

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Modeling Mortality Rates Using Heligman-Pollard and  Lee-Carter in Nigeria

Modeling Mortality Rates Using Heligman-Pollard and Lee-Carter in Nigeria

... HP) model and Lee-Carter (Henceforth LC) model have been widely accepted and use by researchers in forecasting future ...LC model parameters were estimated based on the singular value ...

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Forecasting Mortality in Related Populations Using Lee-Carter Type Models

Forecasting Mortality in Related Populations Using Lee-Carter Type Models

... the Lee-Carter model is taken as starting point for mortality mod- ...this model are related to its main ...the model: should be borne in mind that the aim of the study is, in fact, to ...

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