Mortality data correction in the absence of monthly fertility records

DOI10.1016/J.INSMATHECO.2021.03.019zbMath1467.91134OpenAlexW3154776639MaRDI QIDQ2038274

Alexandre Boumezoued, Amal Elfassihi

Publication date: 6 July 2021

Published in: Insurance Mathematics \& Economics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.insmatheco.2021.03.019

zbMATH Keywords

neural networkmachine learningcohort effectstochastic mortality modelsanomalous mortality datahuman mortality database

Mathematics Subject Classification ID

Artificial neural networks and deep learning (68T07) Actuarial mathematics (91G05)

Uses Software

• Human Mortality
• Keras
• StMoMo
• Adam
• keras

Cites Work

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• On stochastic mortality modeling
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• A cohort-based extension to the Lee-Carter model for mortality reduction factors
• A NEURAL-NETWORK ANALYZER FOR MORTALITY FORECAST
• GAUSSIAN PROCESS MODELS FOR MORTALITY RATES AND IMPROVEMENT FACTORS
• A Quantitative Comparison of Stochastic Mortality Models Using Data From England and Wales and the United States
• A NEW INFERENCE STRATEGY FOR GENERAL POPULATION MORTALITY TABLES
• A logical calculus of the ideas immanent in nervous activity
• Approximation by superpositions of a sigmoidal function

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